Face Generation¶

In this project, you'll use generative adversarial networks to generate new images of faces.

Get the Data¶

You'll be using two datasets in this project:

MNIST
CelebA

Since the celebA dataset is complex and you're doing GANs in a project for the first time, we want you to test your neural network on MNIST before CelebA. Running the GANs on MNIST will allow you to see how well your model trains sooner.

If you're using FloydHub, set data_dir to "/input" and use the FloydHub data ID "R5KrjnANiKVhLWAkpXhNBe".

data_dir = './data'

# FloydHub - Use with data ID "R5KrjnANiKVhLWAkpXhNBe"
#data_dir = '/input'


"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import helper

helper.download_extract('mnist', data_dir)
helper.download_extract('celeba', data_dir)

Found mnist Data
Found celeba Data

Explore the Data¶

MNIST¶

As you're aware, the MNIST dataset contains images of handwritten digits. You can view the first number of examples by changing show_n_images.

show_n_images = 25

"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
%matplotlib inline
import os
from glob import glob
from matplotlib import pyplot

mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'mnist/*.jpg'))[:show_n_images], 28, 28, 'L')
pyplot.imshow(helper.images_square_grid(mnist_images, 'L'), cmap='gray')

<matplotlib.image.AxesImage at 0x7fefea054860>

CelebA¶

The CelebFaces Attributes Dataset (CelebA) dataset contains over 200,000 celebrity images with annotations. Since you're going to be generating faces, you won't need the annotations. You can view the first number of examples by changing show_n_images.

show_n_images = 25

"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'img_align_celeba/*.jpg'))[:show_n_images], 28, 28, 'RGB')
pyplot.imshow(helper.images_square_grid(mnist_images, 'RGB'))

<matplotlib.image.AxesImage at 0x7fefe9f7ddd8>

Preprocess the Data¶

Since the project's main focus is on building the GANs, we'll preprocess the data for you. The values of the MNIST and CelebA dataset will be in the range of -0.5 to 0.5 of 28x28 dimensional images. The CelebA images will be cropped to remove parts of the image that don't include a face, then resized down to 28x28.

The MNIST images are black and white images with a single color channel while the CelebA images have 3 color channels (RGB color channel).

Build the Neural Network¶

You'll build the components necessary to build a GANs by implementing the following functions below:

model_inputs
discriminator
generator
model_loss
model_opt
train

Check the Version of TensorFlow and Access to GPU¶

This will check to make sure you have the correct version of TensorFlow and access to a GPU

"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
from distutils.version import LooseVersion
import warnings
import tensorflow as tf

# Check TensorFlow Version
assert LooseVersion(tf.__version__) >= LooseVersion('1.0'), 'Please use TensorFlow version 1.0 or newer.  You are using {}'.format(tf.__version__)
print('TensorFlow Version: {}'.format(tf.__version__))

# Check for a GPU
if not tf.test.gpu_device_name():
    warnings.warn('No GPU found. Please use a GPU to train your neural network.')
else:
    print('Default GPU Device: {}'.format(tf.test.gpu_device_name()))

TensorFlow Version: 1.1.0
Default GPU Device: /gpu:0

Input¶

Implement the model_inputs function to create TF Placeholders for the Neural Network. It should create the following placeholders:

Real input images placeholder with rank 4 using image_width, image_height, and image_channels.
Z input placeholder with rank 2 using z_dim.
Learning rate placeholder with rank 0.

Return the placeholders in the following the tuple (tensor of real input images, tensor of z data)

import problem_unittests as tests
import tensorflow as tf

def model_inputs(image_width, image_height, image_channels, z_dim):
    """
    Create the model inputs
    :param image_width: The input image width
    :param image_height: The input image height
    :param image_channels: The number of image channels
    :param z_dim: The dimension of Z
    :return: Tuple of (tensor of real input images, tensor of z data, learning rate)
    """
    the_input = tf.placeholder(tf.float32, shape=[None, image_width, image_height, image_channels], name='input')
    z_input = tf.placeholder(tf.float32, shape=[None, z_dim], name='z_input')
    lr = tf.placeholder(tf.float32, shape=[], name='learning_rate')

    return the_input, z_input, lr


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_inputs(model_inputs)

Tests Passed

Discriminator¶

Implement discriminator to create a discriminator neural network that discriminates on images. This function should be able to reuse the variables in the neural network. Use tf.variable_scope with a scope name of "discriminator" to allow the variables to be reused. The function should return a tuple of (tensor output of the discriminator, tensor logits of the discriminator).

def discriminator(images, reuse=False, n_units=128, alpha=0.2, drop_rate=0.25):
    """
    Create the discriminator network
    :param images: Tensor of input image(s)
    :param reuse: Boolean if the weights should be reused
    :return: Tuple of (tensor output of the discriminator, tensor logits of the discriminator)
    """
    #Using DCGAN lesson as example
    with tf.variable_scope('discriminator', reuse=reuse):
        # Input layer is 28x28*(1 or 3)
        x1 = tf.layers.conv2d(images, 64, 5, strides=2, kernel_initializer=tf.contrib.layers.xavier_initializer(), padding='same')
        x1 = tf.layers.dropout(x1, rate=drop_rate)
        relu1 = tf.maximum(alpha * x1, x1)
        # 14x14x64
 
        x2 = tf.layers.conv2d(relu1, 128, 5, strides=2, kernel_initializer=tf.contrib.layers.xavier_initializer(), padding='same')
        x2 = tf.layers.dropout(x2, rate=drop_rate)
        bn2 = tf.layers.batch_normalization(x2, training=True)
        relu2 = tf.maximum(alpha * bn2, bn2)
        # 7x7x128
       
        
        x3 = tf.layers.conv2d(relu2, 256, 5, strides=2, kernel_initializer=tf.contrib.layers.xavier_initializer(), padding='same')
        x3 = tf.layers.dropout(x3, rate=drop_rate)
        bn3 = tf.layers.batch_normalization(x3, training=True)
        relu3 = tf.maximum(alpha * bn3, bn3)
        # 4x4x256
       
        
        # Flatten it
        flat = tf.reshape(relu3, (-1, 4*4*256))
        logits = tf.layers.dense(flat, 1)
        out = tf.sigmoid(logits)
        
        return out, logits


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_discriminator(discriminator, tf)

Tests Passed

Generator¶

Implement generator to generate an image using z. This function should be able to reuse the variables in the neural network. Use tf.variable_scope with a scope name of "generator" to allow the variables to be reused. The function should return the generated 28 x 28 x out_channel_dim images.

def leaky_relu(x, alpha):
    return tf.maximum(alpha * x, x)

def generator(z, out_dim, is_train=True, n_units=128, alpha=0.2):
    """
    Create the generator network
    :param z: Input z
    :param out_channel_dim: The number of channels in the output image
    :param is_train: Boolean if generator is being used for training
    :return: The tensor output of the generator
    """

    # Starting with code from DCGAN example
    with tf.variable_scope('generator', reuse=(not is_train)):
        # First fully connected layer
        x1 = tf.layers.dense(z, 2*2*512)
        # Reshape it to start the convolutional stack
        x1 = tf.reshape(x1, (-1, 2, 2, 512))
        x1 = tf.layers.batch_normalization(x1, training=is_train)
        x1 = leaky_relu(x1, alpha)
        #print(x1)
        # 7x7x512 now
        
        x2 = tf.layers.conv2d_transpose(x1, 256, 5, strides=2, padding='valid')
        x2 = tf.layers.batch_normalization(x2, training=is_train)
        x2 = leaky_relu(x2, alpha)
        #print(x2)
        # 14x14x256 now
        
        x2 = tf.layers.conv2d_transpose(x2, 128, 5, strides=2, padding='same')
        x2 = tf.layers.batch_normalization(x2, training=is_train)
        x2 = leaky_relu(x2, alpha)
        #print(x2)

        logits = tf.layers.conv2d_transpose(x2, out_dim, 5, strides=2, padding='same')
        #print(logits)
        
        out = tf.tanh(logits)
        
        return out

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_generator(generator, tf)

Tests Passed

Loss¶

Implement model_loss to build the GANs for training and calculate the loss. The function should return a tuple of (discriminator loss, generator loss). Use the following functions you implemented:

discriminator(images, reuse=False)
generator(z, out_channel_dim, is_train=True)

def model_loss(input_real, input_z, output_dim, smooth=0.1, alpha=0.2):
    """
    Get the loss for the discriminator and generator
    :param input_real: Images from the real dataset
    :param input_z: Z input
    :param out_channel_dim: The number of channels in the output image
    :return: A tuple of (discriminator loss, generator loss)
    """
   
    
    
    g_model = generator(input_z, output_dim, alpha=alpha)
    d_model_real, d_logits_real = discriminator(input_real, alpha=alpha)
    d_model_fake, d_logits_fake = discriminator(g_model, reuse=True, alpha=alpha)

    d_loss_real = tf.reduce_mean(
        tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_real, labels=tf.ones_like(d_model_real)* (1-smooth)))
    d_loss_fake = tf.reduce_mean(
        tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_fake, labels=tf.zeros_like(d_model_fake)))
    g_loss = tf.reduce_mean(
        tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_fake, labels=tf.ones_like(d_model_fake)))

    d_loss = d_loss_real + d_loss_fake

    
    
    
    
    return d_loss, g_loss


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_loss(model_loss)

Tests Passed

Optimization¶

Implement model_opt to create the optimization operations for the GANs. Use tf.trainable_variables to get all the trainable variables. Filter the variables with names that are in the discriminator and generator scope names. The function should return a tuple of (discriminator training operation, generator training operation).

def model_opt(d_loss, g_loss, learning_rate, beta1):
    """
    Get optimization operations
    :param d_loss: Discriminator loss Tensor
    :param g_loss: Generator loss Tensor
    :param learning_rate: Learning Rate Placeholder
    :param beta1: The exponential decay rate for the 1st moment in the optimizer
    :return: A tuple of (discriminator training operation, generator training operation)
    """
  
    # Get weights and bias to update
    t_vars = tf.trainable_variables()
    d_vars = [var for var in t_vars if var.name.startswith('discriminator')]
    g_vars = [var for var in t_vars if var.name.startswith('generator')]

    # Optimize
    with tf.control_dependencies(tf.get_collection(tf.GraphKeys.UPDATE_OPS)):
        d_train_opt = tf.train.AdamOptimizer(learning_rate, beta1=beta1).minimize(d_loss, var_list=d_vars)
        g_train_opt = tf.train.AdamOptimizer(learning_rate, beta1=beta1).minimize(g_loss, var_list=g_vars)


    return d_train_opt, g_train_opt

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_opt(model_opt, tf)

Tests Passed

Neural Network Training¶

Show Output¶

Use this function to show the current output of the generator during training. It will help you determine how well the GANs is training.

"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import numpy as np

def show_generator_output(sess, n_images, input_z, out_channel_dim, image_mode):
    """
    Show example output for the generator
    :param sess: TensorFlow session
    :param n_images: Number of Images to display
    :param input_z: Input Z Tensor
    :param out_channel_dim: The number of channels in the output image
    :param image_mode: The mode to use for images ("RGB" or "L")
    """
    cmap = None if image_mode == 'RGB' else 'gray'
    z_dim = input_z.get_shape().as_list()[-1]
    example_z = np.random.uniform(-1, 1, size=[n_images, z_dim])

    samples = sess.run(
        generator(input_z, out_channel_dim, False),
        feed_dict={input_z: example_z})

    images_grid = helper.images_square_grid(samples, image_mode)
    pyplot.imshow(images_grid, cmap=cmap)
    pyplot.show()

Train¶

Implement train to build and train the GANs. Use the following functions you implemented:

model_inputs(image_width, image_height, image_channels, z_dim)
model_loss(input_real, input_z, out_channel_dim)
model_opt(d_loss, g_loss, learning_rate, beta1)

Use the show_generator_output to show generator output while you train. Running show_generator_output for every batch will drastically increase training time and increase the size of the notebook. It's recommended to print the generator output every 100 batches.

def train(epoch_count, batch_size, z_dim, learning_rate, beta1, get_batches, data_shape, data_image_mode):
    """
    Train the GAN
    :param epoch_count: Number of epochs
    :param batch_size: Batch Size
    :param z_dim: Z dimension
    :param learning_rate: Learning Rate
    :param beta1: The exponential decay rate for the 1st moment in the optimizer
    :param get_batches: Function to get batches
    :param data_shape: Shape of the data
    :param data_image_mode: The image mode to use for images ("RGB" or "L")
    """
    # TODO: Build Model
    losses = []

    with tf.Session() as sess:

        input_real, input_z, learning_rate_var = model_inputs(data_shape[1], data_shape[2], data_shape[3], z_dim)
        count = 0;
        d_loss, g_loss = model_loss(input_real, input_z, data_shape[3])
        d_train_opt, g_train_opt = model_opt(d_loss, g_loss, learning_rate, beta1)

        sess.run(tf.global_variables_initializer())
        for epoch_i in range(epoch_count):
            for batch_images in get_batches(batch_size):
                # TODO: Train Model
    
                batch_images = 2* batch_images
                batch_z = np.random.uniform(-1,1, size=(batch_size, z_dim))
                _ = sess.run(d_train_opt, feed_dict={input_real: batch_images, input_z: batch_z})

                _ = sess.run(g_train_opt, feed_dict={input_z: batch_z, input_real: batch_images})
                _ = sess.run(g_train_opt, feed_dict={input_z: batch_z, input_real: batch_images})
        
                # At the end of each epoch, get the losses and print them out
                #train_loss_d = sess.run(d_loss, {input_z: batch_z, input_real: batch_images})
                train_loss_d = d_loss.eval({input_z: batch_z, input_real: batch_images})
                train_loss_g = g_loss.eval({input_z: batch_z})
            
                print("{} Epoch {}/{}...".format(count, epoch_i+1, epochs),
                      "Discriminator Loss: {:.4f}...".format(train_loss_d),
                      "Generator Loss: {:.4f}".format(train_loss_g))    
                # Save losses to view after training
                losses.append((train_loss_d, train_loss_g))

                if (count%100 == 0 ):
                    show_generator_output(sess, 25, input_z, data_shape[3], data_image_mode)
                count = count + 1

MNIST¶

Test your GANs architecture on MNIST. After 2 epochs, the GANs should be able to generate images that look like handwritten digits. Make sure the loss of the generator is lower than the loss of the discriminator or close to 0.

batch_size = 32
z_dim = 100
learning_rate = 0.0001
beta1 = 0.5

import helper

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 2

mnist_dataset = helper.Dataset('mnist', glob(os.path.join(data_dir, 'mnist/*.jpg')))
with tf.Graph().as_default():
    train(epochs, batch_size, z_dim, learning_rate, beta1, mnist_dataset.get_batches,
          mnist_dataset.shape, mnist_dataset.image_mode)

0 Epoch 1/2... Discriminator Loss: 5.8428... Generator Loss: 0.0050

1 Epoch 1/2... Discriminator Loss: 5.8558... Generator Loss: 0.0045
2 Epoch 1/2... Discriminator Loss: 5.3335... Generator Loss: 0.0080
3 Epoch 1/2... Discriminator Loss: 4.8543... Generator Loss: 0.0136
4 Epoch 1/2... Discriminator Loss: 4.3296... Generator Loss: 0.0272
5 Epoch 1/2... Discriminator Loss: 4.0698... Generator Loss: 0.0329
6 Epoch 1/2... Discriminator Loss: 3.6501... Generator Loss: 0.0479
7 Epoch 1/2... Discriminator Loss: 3.1622... Generator Loss: 0.0844
8 Epoch 1/2... Discriminator Loss: 2.7129... Generator Loss: 0.1374
9 Epoch 1/2... Discriminator Loss: 2.5775... Generator Loss: 0.1355
10 Epoch 1/2... Discriminator Loss: 2.6399... Generator Loss: 0.1488
11 Epoch 1/2... Discriminator Loss: 2.1220... Generator Loss: 0.2497
12 Epoch 1/2... Discriminator Loss: 1.9340... Generator Loss: 0.3186
13 Epoch 1/2... Discriminator Loss: 1.5254... Generator Loss: 0.4574
14 Epoch 1/2... Discriminator Loss: 1.6230... Generator Loss: 0.4370
15 Epoch 1/2... Discriminator Loss: 1.5236... Generator Loss: 0.4923
16 Epoch 1/2... Discriminator Loss: 1.4212... Generator Loss: 0.5193
17 Epoch 1/2... Discriminator Loss: 1.4735... Generator Loss: 0.5272
18 Epoch 1/2... Discriminator Loss: 1.4683... Generator Loss: 0.5203
19 Epoch 1/2... Discriminator Loss: 1.3883... Generator Loss: 0.6137
20 Epoch 1/2... Discriminator Loss: 1.3281... Generator Loss: 0.6337
21 Epoch 1/2... Discriminator Loss: 1.2247... Generator Loss: 0.8094
22 Epoch 1/2... Discriminator Loss: 1.2263... Generator Loss: 0.8103
23 Epoch 1/2... Discriminator Loss: 1.2628... Generator Loss: 0.6543
24 Epoch 1/2... Discriminator Loss: 1.8162... Generator Loss: 0.3673
25 Epoch 1/2... Discriminator Loss: 1.7047... Generator Loss: 0.4928
26 Epoch 1/2... Discriminator Loss: 1.6785... Generator Loss: 0.6625
27 Epoch 1/2... Discriminator Loss: 1.7256... Generator Loss: 0.5782
28 Epoch 1/2... Discriminator Loss: 1.8305... Generator Loss: 0.4373
29 Epoch 1/2... Discriminator Loss: 2.0512... Generator Loss: 0.3654
30 Epoch 1/2... Discriminator Loss: 2.3650... Generator Loss: 0.3456
31 Epoch 1/2... Discriminator Loss: 2.1759... Generator Loss: 0.4700
32 Epoch 1/2... Discriminator Loss: 2.3977... Generator Loss: 0.3667
33 Epoch 1/2... Discriminator Loss: 2.9786... Generator Loss: 0.2210
34 Epoch 1/2... Discriminator Loss: 2.9397... Generator Loss: 0.2779
35 Epoch 1/2... Discriminator Loss: 2.6530... Generator Loss: 0.3547
36 Epoch 1/2... Discriminator Loss: 3.3778... Generator Loss: 0.2450
37 Epoch 1/2... Discriminator Loss: 3.5054... Generator Loss: 0.2559
38 Epoch 1/2... Discriminator Loss: 3.1405... Generator Loss: 0.3047
39 Epoch 1/2... Discriminator Loss: 2.8889... Generator Loss: 0.4160
40 Epoch 1/2... Discriminator Loss: 2.8450... Generator Loss: 0.4097
41 Epoch 1/2... Discriminator Loss: 2.6774... Generator Loss: 0.4132
42 Epoch 1/2... Discriminator Loss: 2.4721... Generator Loss: 0.5286
43 Epoch 1/2... Discriminator Loss: 2.2264... Generator Loss: 0.5357
44 Epoch 1/2... Discriminator Loss: 1.9603... Generator Loss: 0.5869
45 Epoch 1/2... Discriminator Loss: 2.0582... Generator Loss: 0.4901
46 Epoch 1/2... Discriminator Loss: 1.9905... Generator Loss: 0.6236
47 Epoch 1/2... Discriminator Loss: 2.4197... Generator Loss: 0.4375
48 Epoch 1/2... Discriminator Loss: 3.0481... Generator Loss: 0.2413
49 Epoch 1/2... Discriminator Loss: 2.6567... Generator Loss: 0.5906
50 Epoch 1/2... Discriminator Loss: 2.2945... Generator Loss: 0.8341
51 Epoch 1/2... Discriminator Loss: 2.5991... Generator Loss: 0.3089
52 Epoch 1/2... Discriminator Loss: 1.5787... Generator Loss: 1.1202
53 Epoch 1/2... Discriminator Loss: 1.6682... Generator Loss: 0.6665
54 Epoch 1/2... Discriminator Loss: 1.6476... Generator Loss: 0.6240
55 Epoch 1/2... Discriminator Loss: 1.7715... Generator Loss: 0.5487
56 Epoch 1/2... Discriminator Loss: 2.2584... Generator Loss: 0.3520
57 Epoch 1/2... Discriminator Loss: 1.8609... Generator Loss: 1.3154
58 Epoch 1/2... Discriminator Loss: 1.6683... Generator Loss: 0.8251
59 Epoch 1/2... Discriminator Loss: 1.4432... Generator Loss: 0.7380
60 Epoch 1/2... Discriminator Loss: 1.2741... Generator Loss: 0.9169
61 Epoch 1/2... Discriminator Loss: 1.4345... Generator Loss: 0.7894
62 Epoch 1/2... Discriminator Loss: 1.1619... Generator Loss: 1.1804
63 Epoch 1/2... Discriminator Loss: 1.4480... Generator Loss: 0.7269
64 Epoch 1/2... Discriminator Loss: 1.2000... Generator Loss: 0.8985
65 Epoch 1/2... Discriminator Loss: 1.4320... Generator Loss: 0.8640
66 Epoch 1/2... Discriminator Loss: 1.8640... Generator Loss: 0.4932
67 Epoch 1/2... Discriminator Loss: 1.4303... Generator Loss: 1.0356
68 Epoch 1/2... Discriminator Loss: 1.2727... Generator Loss: 1.1165
69 Epoch 1/2... Discriminator Loss: 1.1528... Generator Loss: 0.9406
70 Epoch 1/2... Discriminator Loss: 1.5634... Generator Loss: 0.5375
71 Epoch 1/2... Discriminator Loss: 1.0765... Generator Loss: 1.3939
72 Epoch 1/2... Discriminator Loss: 1.1137... Generator Loss: 1.0688
73 Epoch 1/2... Discriminator Loss: 1.4139... Generator Loss: 0.5496
74 Epoch 1/2... Discriminator Loss: 1.0870... Generator Loss: 1.3878
75 Epoch 1/2... Discriminator Loss: 1.1986... Generator Loss: 0.9962
76 Epoch 1/2... Discriminator Loss: 1.2346... Generator Loss: 0.8175
77 Epoch 1/2... Discriminator Loss: 1.0564... Generator Loss: 1.2442
78 Epoch 1/2... Discriminator Loss: 1.1495... Generator Loss: 0.9762
79 Epoch 1/2... Discriminator Loss: 1.2157... Generator Loss: 0.8294
80 Epoch 1/2... Discriminator Loss: 1.0736... Generator Loss: 1.2553
81 Epoch 1/2... Discriminator Loss: 1.2451... Generator Loss: 0.9399
82 Epoch 1/2... Discriminator Loss: 1.2045... Generator Loss: 0.9277
83 Epoch 1/2... Discriminator Loss: 0.9595... Generator Loss: 1.4735
84 Epoch 1/2... Discriminator Loss: 1.1479... Generator Loss: 0.9752
85 Epoch 1/2... Discriminator Loss: 1.2079... Generator Loss: 0.9238
86 Epoch 1/2... Discriminator Loss: 1.2397... Generator Loss: 0.9998
87 Epoch 1/2... Discriminator Loss: 1.1583... Generator Loss: 1.1947
88 Epoch 1/2... Discriminator Loss: 1.3986... Generator Loss: 0.7225
89 Epoch 1/2... Discriminator Loss: 1.0037... Generator Loss: 1.5468
90 Epoch 1/2... Discriminator Loss: 0.9905... Generator Loss: 1.2794
91 Epoch 1/2... Discriminator Loss: 0.9500... Generator Loss: 1.2840
92 Epoch 1/2... Discriminator Loss: 1.0716... Generator Loss: 1.0114
93 Epoch 1/2... Discriminator Loss: 1.4552... Generator Loss: 0.6084
94 Epoch 1/2... Discriminator Loss: 1.1833... Generator Loss: 1.5170
95 Epoch 1/2... Discriminator Loss: 0.9675... Generator Loss: 1.4417
96 Epoch 1/2... Discriminator Loss: 1.1778... Generator Loss: 0.8071
97 Epoch 1/2... Discriminator Loss: 1.0880... Generator Loss: 0.9948
98 Epoch 1/2... Discriminator Loss: 1.0515... Generator Loss: 1.4228
99 Epoch 1/2... Discriminator Loss: 1.3560... Generator Loss: 0.7907
100 Epoch 1/2... Discriminator Loss: 0.9219... Generator Loss: 1.7619

101 Epoch 1/2... Discriminator Loss: 0.9139... Generator Loss: 1.6169
102 Epoch 1/2... Discriminator Loss: 0.7276... Generator Loss: 1.6573
103 Epoch 1/2... Discriminator Loss: 0.6222... Generator Loss: 1.8212
104 Epoch 1/2... Discriminator Loss: 0.7101... Generator Loss: 1.5736
105 Epoch 1/2... Discriminator Loss: 0.7633... Generator Loss: 1.3688
106 Epoch 1/2... Discriminator Loss: 0.8317... Generator Loss: 1.3843
107 Epoch 1/2... Discriminator Loss: 0.8738... Generator Loss: 1.5818
108 Epoch 1/2... Discriminator Loss: 0.9303... Generator Loss: 1.1385
109 Epoch 1/2... Discriminator Loss: 0.9845... Generator Loss: 1.0538
110 Epoch 1/2... Discriminator Loss: 0.9395... Generator Loss: 1.5504
111 Epoch 1/2... Discriminator Loss: 0.9328... Generator Loss: 1.2560
112 Epoch 1/2... Discriminator Loss: 0.8581... Generator Loss: 1.2659
113 Epoch 1/2... Discriminator Loss: 0.7479... Generator Loss: 1.6958
114 Epoch 1/2... Discriminator Loss: 0.7713... Generator Loss: 1.4748
115 Epoch 1/2... Discriminator Loss: 0.9288... Generator Loss: 1.0675
116 Epoch 1/2... Discriminator Loss: 0.8499... Generator Loss: 1.6192
117 Epoch 1/2... Discriminator Loss: 0.6890... Generator Loss: 2.0997
118 Epoch 1/2... Discriminator Loss: 0.6274... Generator Loss: 1.9831
119 Epoch 1/2... Discriminator Loss: 0.7159... Generator Loss: 1.5352
120 Epoch 1/2... Discriminator Loss: 0.5912... Generator Loss: 1.9342
121 Epoch 1/2... Discriminator Loss: 0.7755... Generator Loss: 1.6535
122 Epoch 1/2... Discriminator Loss: 0.5904... Generator Loss: 1.9888
123 Epoch 1/2... Discriminator Loss: 0.7177... Generator Loss: 1.8679
124 Epoch 1/2... Discriminator Loss: 0.9048... Generator Loss: 1.2964
125 Epoch 1/2... Discriminator Loss: 0.7098... Generator Loss: 1.7165
126 Epoch 1/2... Discriminator Loss: 0.6833... Generator Loss: 1.8909
127 Epoch 1/2... Discriminator Loss: 0.7519... Generator Loss: 1.4271
128 Epoch 1/2... Discriminator Loss: 1.0279... Generator Loss: 0.9239
129 Epoch 1/2... Discriminator Loss: 0.7483... Generator Loss: 2.3753
130 Epoch 1/2... Discriminator Loss: 0.8495... Generator Loss: 1.6573
131 Epoch 1/2... Discriminator Loss: 0.6192... Generator Loss: 1.6682
132 Epoch 1/2... Discriminator Loss: 0.7081... Generator Loss: 1.5695
133 Epoch 1/2... Discriminator Loss: 0.7402... Generator Loss: 1.5592
134 Epoch 1/2... Discriminator Loss: 0.6655... Generator Loss: 1.8776
135 Epoch 1/2... Discriminator Loss: 0.7733... Generator Loss: 1.7163
136 Epoch 1/2... Discriminator Loss: 0.7565... Generator Loss: 1.5978
137 Epoch 1/2... Discriminator Loss: 0.7138... Generator Loss: 1.7677
138 Epoch 1/2... Discriminator Loss: 0.7574... Generator Loss: 1.5585
139 Epoch 1/2... Discriminator Loss: 0.6750... Generator Loss: 1.6653
140 Epoch 1/2... Discriminator Loss: 1.0457... Generator Loss: 1.0613
141 Epoch 1/2... Discriminator Loss: 1.0353... Generator Loss: 1.4324
142 Epoch 1/2... Discriminator Loss: 0.7381... Generator Loss: 1.8747
143 Epoch 1/2... Discriminator Loss: 0.6916... Generator Loss: 1.8947
144 Epoch 1/2... Discriminator Loss: 0.8340... Generator Loss: 1.4329
145 Epoch 1/2... Discriminator Loss: 1.0446... Generator Loss: 0.9985
146 Epoch 1/2... Discriminator Loss: 0.8052... Generator Loss: 1.6809
147 Epoch 1/2... Discriminator Loss: 0.9289... Generator Loss: 1.4764
148 Epoch 1/2... Discriminator Loss: 0.7200... Generator Loss: 1.5645
149 Epoch 1/2... Discriminator Loss: 0.7759... Generator Loss: 1.4563
150 Epoch 1/2... Discriminator Loss: 0.7175... Generator Loss: 1.6418
151 Epoch 1/2... Discriminator Loss: 0.7586... Generator Loss: 1.7220
152 Epoch 1/2... Discriminator Loss: 0.6991... Generator Loss: 1.7862
153 Epoch 1/2... Discriminator Loss: 0.5533... Generator Loss: 1.9725
154 Epoch 1/2... Discriminator Loss: 0.5403... Generator Loss: 2.3008
155 Epoch 1/2... Discriminator Loss: 0.5787... Generator Loss: 2.1312
156 Epoch 1/2... Discriminator Loss: 0.5828... Generator Loss: 2.0606
157 Epoch 1/2... Discriminator Loss: 0.6632... Generator Loss: 1.7963
158 Epoch 1/2... Discriminator Loss: 0.5487... Generator Loss: 2.2619
159 Epoch 1/2... Discriminator Loss: 0.5443... Generator Loss: 2.2471
160 Epoch 1/2... Discriminator Loss: 0.5938... Generator Loss: 1.9471
161 Epoch 1/2... Discriminator Loss: 0.5463... Generator Loss: 2.0558
162 Epoch 1/2... Discriminator Loss: 0.5977... Generator Loss: 2.0268
163 Epoch 1/2... Discriminator Loss: 0.6029... Generator Loss: 1.7868
164 Epoch 1/2... Discriminator Loss: 0.7914... Generator Loss: 1.3554
165 Epoch 1/2... Discriminator Loss: 0.8375... Generator Loss: 1.3648
166 Epoch 1/2... Discriminator Loss: 0.8564... Generator Loss: 1.4389
167 Epoch 1/2... Discriminator Loss: 1.0352... Generator Loss: 0.9845
168 Epoch 1/2... Discriminator Loss: 1.0962... Generator Loss: 1.0870
169 Epoch 1/2... Discriminator Loss: 0.9998... Generator Loss: 1.5402
170 Epoch 1/2... Discriminator Loss: 1.0108... Generator Loss: 1.3787
171 Epoch 1/2... Discriminator Loss: 0.6130... Generator Loss: 1.9959
172 Epoch 1/2... Discriminator Loss: 0.6473... Generator Loss: 1.9274
173 Epoch 1/2... Discriminator Loss: 0.8742... Generator Loss: 1.3293
174 Epoch 1/2... Discriminator Loss: 0.7926... Generator Loss: 1.3856
175 Epoch 1/2... Discriminator Loss: 1.0050... Generator Loss: 1.3592
176 Epoch 1/2... Discriminator Loss: 0.8890... Generator Loss: 1.3128
177 Epoch 1/2... Discriminator Loss: 1.0367... Generator Loss: 1.1263
178 Epoch 1/2... Discriminator Loss: 1.1636... Generator Loss: 1.0124
179 Epoch 1/2... Discriminator Loss: 1.4046... Generator Loss: 0.7578
180 Epoch 1/2... Discriminator Loss: 0.8276... Generator Loss: 2.5341
181 Epoch 1/2... Discriminator Loss: 0.6616... Generator Loss: 2.0271
182 Epoch 1/2... Discriminator Loss: 0.7588... Generator Loss: 1.2665
183 Epoch 1/2... Discriminator Loss: 0.6299... Generator Loss: 2.1081
184 Epoch 1/2... Discriminator Loss: 0.6567... Generator Loss: 1.9845
185 Epoch 1/2... Discriminator Loss: 0.6858... Generator Loss: 1.7198
186 Epoch 1/2... Discriminator Loss: 0.7055... Generator Loss: 1.9248
187 Epoch 1/2... Discriminator Loss: 0.7587... Generator Loss: 1.6009
188 Epoch 1/2... Discriminator Loss: 0.7384... Generator Loss: 1.7014
189 Epoch 1/2... Discriminator Loss: 0.7594... Generator Loss: 1.7416
190 Epoch 1/2... Discriminator Loss: 0.7168... Generator Loss: 1.7407
191 Epoch 1/2... Discriminator Loss: 0.7035... Generator Loss: 1.7256
192 Epoch 1/2... Discriminator Loss: 0.5805... Generator Loss: 2.0403
193 Epoch 1/2... Discriminator Loss: 0.5259... Generator Loss: 2.3220
194 Epoch 1/2... Discriminator Loss: 0.6832... Generator Loss: 1.7160
195 Epoch 1/2... Discriminator Loss: 0.6044... Generator Loss: 1.9655
196 Epoch 1/2... Discriminator Loss: 0.5921... Generator Loss: 2.0941
197 Epoch 1/2... Discriminator Loss: 0.6306... Generator Loss: 1.9918
198 Epoch 1/2... Discriminator Loss: 0.6768... Generator Loss: 1.7413
199 Epoch 1/2... Discriminator Loss: 0.5841... Generator Loss: 2.1653
200 Epoch 1/2... Discriminator Loss: 0.5438... Generator Loss: 2.1815

201 Epoch 1/2... Discriminator Loss: 0.7200... Generator Loss: 1.6481
202 Epoch 1/2... Discriminator Loss: 0.5596... Generator Loss: 2.2279
203 Epoch 1/2... Discriminator Loss: 0.6293... Generator Loss: 2.1767
204 Epoch 1/2... Discriminator Loss: 0.7240... Generator Loss: 1.6865
205 Epoch 1/2... Discriminator Loss: 0.5712... Generator Loss: 2.1655
206 Epoch 1/2... Discriminator Loss: 0.5659... Generator Loss: 2.0149
207 Epoch 1/2... Discriminator Loss: 0.6051... Generator Loss: 1.9363
208 Epoch 1/2... Discriminator Loss: 0.6525... Generator Loss: 1.7663
209 Epoch 1/2... Discriminator Loss: 0.5970... Generator Loss: 1.9404
210 Epoch 1/2... Discriminator Loss: 0.6424... Generator Loss: 1.9111
211 Epoch 1/2... Discriminator Loss: 0.8086... Generator Loss: 1.5434
212 Epoch 1/2... Discriminator Loss: 0.7539... Generator Loss: 1.6269
213 Epoch 1/2... Discriminator Loss: 0.5807... Generator Loss: 2.1289
214 Epoch 1/2... Discriminator Loss: 0.5054... Generator Loss: 2.2757
215 Epoch 1/2... Discriminator Loss: 0.5090... Generator Loss: 2.1843
216 Epoch 1/2... Discriminator Loss: 0.5726... Generator Loss: 2.1526
217 Epoch 1/2... Discriminator Loss: 0.5125... Generator Loss: 2.4823
218 Epoch 1/2... Discriminator Loss: 0.5241... Generator Loss: 2.7419
219 Epoch 1/2... Discriminator Loss: 0.4614... Generator Loss: 2.5340
220 Epoch 1/2... Discriminator Loss: 0.4724... Generator Loss: 2.5150
221 Epoch 1/2... Discriminator Loss: 0.4467... Generator Loss: 2.7441
222 Epoch 1/2... Discriminator Loss: 0.4489... Generator Loss: 2.7509
223 Epoch 1/2... Discriminator Loss: 0.5346... Generator Loss: 2.2986
224 Epoch 1/2... Discriminator Loss: 0.4720... Generator Loss: 2.7258
225 Epoch 1/2... Discriminator Loss: 0.4318... Generator Loss: 3.1241
226 Epoch 1/2... Discriminator Loss: 0.4350... Generator Loss: 2.9330
227 Epoch 1/2... Discriminator Loss: 0.4418... Generator Loss: 2.6815
228 Epoch 1/2... Discriminator Loss: 0.4521... Generator Loss: 2.7089
229 Epoch 1/2... Discriminator Loss: 0.4594... Generator Loss: 2.7275
230 Epoch 1/2... Discriminator Loss: 0.5228... Generator Loss: 2.2480
231 Epoch 1/2... Discriminator Loss: 0.5939... Generator Loss: 2.0308
232 Epoch 1/2... Discriminator Loss: 0.4668... Generator Loss: 2.6785
233 Epoch 1/2... Discriminator Loss: 0.5026... Generator Loss: 2.6066
234 Epoch 1/2... Discriminator Loss: 0.6167... Generator Loss: 1.7010
235 Epoch 1/2... Discriminator Loss: 0.5526... Generator Loss: 2.0376
236 Epoch 1/2... Discriminator Loss: 0.4594... Generator Loss: 2.7379
237 Epoch 1/2... Discriminator Loss: 0.5542... Generator Loss: 2.3592
238 Epoch 1/2... Discriminator Loss: 0.7843... Generator Loss: 1.2603
239 Epoch 1/2... Discriminator Loss: 0.8425... Generator Loss: 1.5455
240 Epoch 1/2... Discriminator Loss: 0.7893... Generator Loss: 1.7854
241 Epoch 1/2... Discriminator Loss: 0.9032... Generator Loss: 1.1825
242 Epoch 1/2... Discriminator Loss: 0.7660... Generator Loss: 1.9251
243 Epoch 1/2... Discriminator Loss: 0.6828... Generator Loss: 1.8952
244 Epoch 1/2... Discriminator Loss: 0.7640... Generator Loss: 1.3689
245 Epoch 1/2... Discriminator Loss: 0.7260... Generator Loss: 1.8407
246 Epoch 1/2... Discriminator Loss: 0.5109... Generator Loss: 2.5418
247 Epoch 1/2... Discriminator Loss: 0.5712... Generator Loss: 2.0546
248 Epoch 1/2... Discriminator Loss: 0.5214... Generator Loss: 2.2588
249 Epoch 1/2... Discriminator Loss: 0.4917... Generator Loss: 2.7632
250 Epoch 1/2... Discriminator Loss: 0.4883... Generator Loss: 2.7910
251 Epoch 1/2... Discriminator Loss: 0.5799... Generator Loss: 2.1506
252 Epoch 1/2... Discriminator Loss: 0.6529... Generator Loss: 1.8733
253 Epoch 1/2... Discriminator Loss: 0.5445... Generator Loss: 2.3879
254 Epoch 1/2... Discriminator Loss: 0.5149... Generator Loss: 2.4656
255 Epoch 1/2... Discriminator Loss: 0.5297... Generator Loss: 2.3866
256 Epoch 1/2... Discriminator Loss: 0.5674... Generator Loss: 1.9269
257 Epoch 1/2... Discriminator Loss: 0.6237... Generator Loss: 1.8296
258 Epoch 1/2... Discriminator Loss: 0.5102... Generator Loss: 2.6915
259 Epoch 1/2... Discriminator Loss: 0.6817... Generator Loss: 1.8748
260 Epoch 1/2... Discriminator Loss: 0.6883... Generator Loss: 1.4966
261 Epoch 1/2... Discriminator Loss: 0.6225... Generator Loss: 2.4029
262 Epoch 1/2... Discriminator Loss: 0.5940... Generator Loss: 2.3092
263 Epoch 1/2... Discriminator Loss: 0.5853... Generator Loss: 2.0621
264 Epoch 1/2... Discriminator Loss: 0.5760... Generator Loss: 1.9577
265 Epoch 1/2... Discriminator Loss: 0.6041... Generator Loss: 2.2754
266 Epoch 1/2... Discriminator Loss: 0.5951... Generator Loss: 2.0637
267 Epoch 1/2... Discriminator Loss: 0.6721... Generator Loss: 1.7854
268 Epoch 1/2... Discriminator Loss: 0.5249... Generator Loss: 2.7344
269 Epoch 1/2... Discriminator Loss: 0.5062... Generator Loss: 2.8242
270 Epoch 1/2... Discriminator Loss: 0.6180... Generator Loss: 2.2154
271 Epoch 1/2... Discriminator Loss: 0.8306... Generator Loss: 1.4597
272 Epoch 1/2... Discriminator Loss: 0.6912... Generator Loss: 1.9878
273 Epoch 1/2... Discriminator Loss: 0.6739... Generator Loss: 1.9307
274 Epoch 1/2... Discriminator Loss: 0.7313... Generator Loss: 1.7633
275 Epoch 1/2... Discriminator Loss: 0.6546... Generator Loss: 2.0240
276 Epoch 1/2... Discriminator Loss: 0.6608... Generator Loss: 1.8887
277 Epoch 1/2... Discriminator Loss: 0.8656... Generator Loss: 1.2560
278 Epoch 1/2... Discriminator Loss: 0.7773... Generator Loss: 2.2574
279 Epoch 1/2... Discriminator Loss: 0.6760... Generator Loss: 1.8280
280 Epoch 1/2... Discriminator Loss: 0.8035... Generator Loss: 1.1857
281 Epoch 1/2... Discriminator Loss: 0.6040... Generator Loss: 3.2907
282 Epoch 1/2... Discriminator Loss: 0.7070... Generator Loss: 1.6675
283 Epoch 1/2... Discriminator Loss: 0.8418... Generator Loss: 1.2219
284 Epoch 1/2... Discriminator Loss: 0.8022... Generator Loss: 1.9041
285 Epoch 1/2... Discriminator Loss: 0.8339... Generator Loss: 1.4050
286 Epoch 1/2... Discriminator Loss: 1.0188... Generator Loss: 1.1012
287 Epoch 1/2... Discriminator Loss: 0.7009... Generator Loss: 2.6619
288 Epoch 1/2... Discriminator Loss: 0.5727... Generator Loss: 2.1134
289 Epoch 1/2... Discriminator Loss: 0.6937... Generator Loss: 1.5459
290 Epoch 1/2... Discriminator Loss: 0.5079... Generator Loss: 2.8815
291 Epoch 1/2... Discriminator Loss: 0.6734... Generator Loss: 1.9950
292 Epoch 1/2... Discriminator Loss: 0.6126... Generator Loss: 1.8548
293 Epoch 1/2... Discriminator Loss: 0.7776... Generator Loss: 1.8011
294 Epoch 1/2... Discriminator Loss: 0.7659... Generator Loss: 1.7448
295 Epoch 1/2... Discriminator Loss: 0.8490... Generator Loss: 1.5157
296 Epoch 1/2... Discriminator Loss: 0.9513... Generator Loss: 1.5837
297 Epoch 1/2... Discriminator Loss: 0.7695... Generator Loss: 1.8510
298 Epoch 1/2... Discriminator Loss: 0.8374... Generator Loss: 1.7692
299 Epoch 1/2... Discriminator Loss: 0.8434... Generator Loss: 1.6710
300 Epoch 1/2... Discriminator Loss: 0.6228... Generator Loss: 2.2222

301 Epoch 1/2... Discriminator Loss: 0.6930... Generator Loss: 2.1293
302 Epoch 1/2... Discriminator Loss: 0.8160... Generator Loss: 1.5094
303 Epoch 1/2... Discriminator Loss: 0.6069... Generator Loss: 1.9648
304 Epoch 1/2... Discriminator Loss: 0.7891... Generator Loss: 1.5516
305 Epoch 1/2... Discriminator Loss: 0.6790... Generator Loss: 1.8371
306 Epoch 1/2... Discriminator Loss: 0.7216... Generator Loss: 2.1314
307 Epoch 1/2... Discriminator Loss: 0.7418... Generator Loss: 2.0367
308 Epoch 1/2... Discriminator Loss: 0.7977... Generator Loss: 1.2913
309 Epoch 1/2... Discriminator Loss: 0.7404... Generator Loss: 1.6428
310 Epoch 1/2... Discriminator Loss: 0.7890... Generator Loss: 1.6497
311 Epoch 1/2... Discriminator Loss: 0.8943... Generator Loss: 1.3955
312 Epoch 1/2... Discriminator Loss: 1.1496... Generator Loss: 0.9689
313 Epoch 1/2... Discriminator Loss: 1.0976... Generator Loss: 1.7775
314 Epoch 1/2... Discriminator Loss: 1.2081... Generator Loss: 0.8954
315 Epoch 1/2... Discriminator Loss: 1.1091... Generator Loss: 1.2463
316 Epoch 1/2... Discriminator Loss: 1.1274... Generator Loss: 1.1995
317 Epoch 1/2... Discriminator Loss: 1.0092... Generator Loss: 1.5337
318 Epoch 1/2... Discriminator Loss: 1.1410... Generator Loss: 1.0528
319 Epoch 1/2... Discriminator Loss: 1.0099... Generator Loss: 1.3046
320 Epoch 1/2... Discriminator Loss: 0.8361... Generator Loss: 1.7753
321 Epoch 1/2... Discriminator Loss: 0.8125... Generator Loss: 1.6095
322 Epoch 1/2... Discriminator Loss: 0.9949... Generator Loss: 1.0307
323 Epoch 1/2... Discriminator Loss: 0.9547... Generator Loss: 1.4097
324 Epoch 1/2... Discriminator Loss: 0.8991... Generator Loss: 1.7335
325 Epoch 1/2... Discriminator Loss: 0.8282... Generator Loss: 1.2322
326 Epoch 1/2... Discriminator Loss: 0.8658... Generator Loss: 1.5776
327 Epoch 1/2... Discriminator Loss: 0.7914... Generator Loss: 1.7969
328 Epoch 1/2... Discriminator Loss: 1.0569... Generator Loss: 0.9882
329 Epoch 1/2... Discriminator Loss: 0.9517... Generator Loss: 1.2973
330 Epoch 1/2... Discriminator Loss: 0.9285... Generator Loss: 1.4856
331 Epoch 1/2... Discriminator Loss: 0.9404... Generator Loss: 1.2164
332 Epoch 1/2... Discriminator Loss: 0.7811... Generator Loss: 1.7117
333 Epoch 1/2... Discriminator Loss: 0.8082... Generator Loss: 1.5167
334 Epoch 1/2... Discriminator Loss: 0.7933... Generator Loss: 1.4653
335 Epoch 1/2... Discriminator Loss: 0.7238... Generator Loss: 1.9029
336 Epoch 1/2... Discriminator Loss: 0.6199... Generator Loss: 1.9984
337 Epoch 1/2... Discriminator Loss: 0.7072... Generator Loss: 1.5160
338 Epoch 1/2... Discriminator Loss: 0.6690... Generator Loss: 1.8267
339 Epoch 1/2... Discriminator Loss: 0.6872... Generator Loss: 1.8193
340 Epoch 1/2... Discriminator Loss: 0.9616... Generator Loss: 1.0298
341 Epoch 1/2... Discriminator Loss: 1.0167... Generator Loss: 1.8609
342 Epoch 1/2... Discriminator Loss: 1.1361... Generator Loss: 0.9894
343 Epoch 1/2... Discriminator Loss: 0.8854... Generator Loss: 1.5461
344 Epoch 1/2... Discriminator Loss: 0.6770... Generator Loss: 1.9096
345 Epoch 1/2... Discriminator Loss: 0.7348... Generator Loss: 1.5487
346 Epoch 1/2... Discriminator Loss: 0.7255... Generator Loss: 1.5298
347 Epoch 1/2... Discriminator Loss: 0.6769... Generator Loss: 1.9816
348 Epoch 1/2... Discriminator Loss: 0.7565... Generator Loss: 1.5115
349 Epoch 1/2... Discriminator Loss: 0.8587... Generator Loss: 1.4016
350 Epoch 1/2... Discriminator Loss: 0.8855... Generator Loss: 1.3778
351 Epoch 1/2... Discriminator Loss: 0.8372... Generator Loss: 1.6172
352 Epoch 1/2... Discriminator Loss: 0.8611... Generator Loss: 1.5788
353 Epoch 1/2... Discriminator Loss: 1.0621... Generator Loss: 0.9647
354 Epoch 1/2... Discriminator Loss: 0.9694... Generator Loss: 1.7581
355 Epoch 1/2... Discriminator Loss: 0.9638... Generator Loss: 1.1235
356 Epoch 1/2... Discriminator Loss: 1.1570... Generator Loss: 1.1732
357 Epoch 1/2... Discriminator Loss: 0.8874... Generator Loss: 1.5472
358 Epoch 1/2... Discriminator Loss: 0.7987... Generator Loss: 1.6167
359 Epoch 1/2... Discriminator Loss: 0.6192... Generator Loss: 2.0541
360 Epoch 1/2... Discriminator Loss: 0.9979... Generator Loss: 1.1104
361 Epoch 1/2... Discriminator Loss: 0.7075... Generator Loss: 1.6267
362 Epoch 1/2... Discriminator Loss: 0.8265... Generator Loss: 1.5720
363 Epoch 1/2... Discriminator Loss: 0.8566... Generator Loss: 1.3082
364 Epoch 1/2... Discriminator Loss: 0.8016... Generator Loss: 1.4244
365 Epoch 1/2... Discriminator Loss: 0.6929... Generator Loss: 2.0133
366 Epoch 1/2... Discriminator Loss: 0.7423... Generator Loss: 1.7526
367 Epoch 1/2... Discriminator Loss: 0.6587... Generator Loss: 1.6665
368 Epoch 1/2... Discriminator Loss: 0.6532... Generator Loss: 1.8261
369 Epoch 1/2... Discriminator Loss: 0.7602... Generator Loss: 1.5106
370 Epoch 1/2... Discriminator Loss: 0.9027... Generator Loss: 1.3096
371 Epoch 1/2... Discriminator Loss: 0.8246... Generator Loss: 1.6317
372 Epoch 1/2... Discriminator Loss: 0.8923... Generator Loss: 1.4448
373 Epoch 1/2... Discriminator Loss: 0.9424... Generator Loss: 1.2883
374 Epoch 1/2... Discriminator Loss: 0.9332... Generator Loss: 1.6677
375 Epoch 1/2... Discriminator Loss: 0.9884... Generator Loss: 1.3547
376 Epoch 1/2... Discriminator Loss: 0.9255... Generator Loss: 1.5343
377 Epoch 1/2... Discriminator Loss: 0.9130... Generator Loss: 1.2927
378 Epoch 1/2... Discriminator Loss: 0.8229... Generator Loss: 1.4450
379 Epoch 1/2... Discriminator Loss: 0.7571... Generator Loss: 1.8610
380 Epoch 1/2... Discriminator Loss: 0.7932... Generator Loss: 1.4006
381 Epoch 1/2... Discriminator Loss: 0.9026... Generator Loss: 1.4241
382 Epoch 1/2... Discriminator Loss: 0.9324... Generator Loss: 1.2516
383 Epoch 1/2... Discriminator Loss: 0.7807... Generator Loss: 1.9332
384 Epoch 1/2... Discriminator Loss: 0.9480... Generator Loss: 1.0692
385 Epoch 1/2... Discriminator Loss: 1.1046... Generator Loss: 0.8981
386 Epoch 1/2... Discriminator Loss: 0.8626... Generator Loss: 1.5618
387 Epoch 1/2... Discriminator Loss: 0.9796... Generator Loss: 1.3744
388 Epoch 1/2... Discriminator Loss: 1.0361... Generator Loss: 1.0667
389 Epoch 1/2... Discriminator Loss: 0.8816... Generator Loss: 1.7240
390 Epoch 1/2... Discriminator Loss: 0.9105... Generator Loss: 1.8462
391 Epoch 1/2... Discriminator Loss: 0.8837... Generator Loss: 1.3828
392 Epoch 1/2... Discriminator Loss: 0.8144... Generator Loss: 1.9075
393 Epoch 1/2... Discriminator Loss: 0.8542... Generator Loss: 1.6026
394 Epoch 1/2... Discriminator Loss: 0.6637... Generator Loss: 1.8271
395 Epoch 1/2... Discriminator Loss: 0.8620... Generator Loss: 1.4025
396 Epoch 1/2... Discriminator Loss: 0.8885... Generator Loss: 1.1519
397 Epoch 1/2... Discriminator Loss: 0.6800... Generator Loss: 2.0981
398 Epoch 1/2... Discriminator Loss: 0.7705... Generator Loss: 1.5505
399 Epoch 1/2... Discriminator Loss: 0.7722... Generator Loss: 1.4671
400 Epoch 1/2... Discriminator Loss: 0.9498... Generator Loss: 1.3413

401 Epoch 1/2... Discriminator Loss: 0.8955... Generator Loss: 1.8563
402 Epoch 1/2... Discriminator Loss: 1.2232... Generator Loss: 0.8253
403 Epoch 1/2... Discriminator Loss: 1.0613... Generator Loss: 1.0912
404 Epoch 1/2... Discriminator Loss: 1.0409... Generator Loss: 1.8168
405 Epoch 1/2... Discriminator Loss: 1.4027... Generator Loss: 0.6754
406 Epoch 1/2... Discriminator Loss: 1.1887... Generator Loss: 1.5869
407 Epoch 1/2... Discriminator Loss: 0.7573... Generator Loss: 1.6768
408 Epoch 1/2... Discriminator Loss: 0.9841... Generator Loss: 1.0882
409 Epoch 1/2... Discriminator Loss: 0.7661... Generator Loss: 1.7364
410 Epoch 1/2... Discriminator Loss: 0.8751... Generator Loss: 1.5740
411 Epoch 1/2... Discriminator Loss: 0.9341... Generator Loss: 1.3915
412 Epoch 1/2... Discriminator Loss: 0.9268... Generator Loss: 1.3499
413 Epoch 1/2... Discriminator Loss: 1.0685... Generator Loss: 1.0455
414 Epoch 1/2... Discriminator Loss: 0.9889... Generator Loss: 1.1498
415 Epoch 1/2... Discriminator Loss: 1.0643... Generator Loss: 2.0318
416 Epoch 1/2... Discriminator Loss: 1.1904... Generator Loss: 0.8866
417 Epoch 1/2... Discriminator Loss: 1.0186... Generator Loss: 1.2883
418 Epoch 1/2... Discriminator Loss: 1.0238... Generator Loss: 1.5056
419 Epoch 1/2... Discriminator Loss: 1.4611... Generator Loss: 0.7216
420 Epoch 1/2... Discriminator Loss: 1.2666... Generator Loss: 0.8432
421 Epoch 1/2... Discriminator Loss: 1.2696... Generator Loss: 1.8483
422 Epoch 1/2... Discriminator Loss: 0.8936... Generator Loss: 1.4102
423 Epoch 1/2... Discriminator Loss: 1.1573... Generator Loss: 0.9515
424 Epoch 1/2... Discriminator Loss: 1.0502... Generator Loss: 1.6464
425 Epoch 1/2... Discriminator Loss: 1.2438... Generator Loss: 1.0363
426 Epoch 1/2... Discriminator Loss: 1.0331... Generator Loss: 1.1182
427 Epoch 1/2... Discriminator Loss: 1.0372... Generator Loss: 1.0823
428 Epoch 1/2... Discriminator Loss: 0.9951... Generator Loss: 1.5605
429 Epoch 1/2... Discriminator Loss: 1.2004... Generator Loss: 1.1113
430 Epoch 1/2... Discriminator Loss: 1.0514... Generator Loss: 1.0476
431 Epoch 1/2... Discriminator Loss: 1.3263... Generator Loss: 0.9881
432 Epoch 1/2... Discriminator Loss: 1.4777... Generator Loss: 0.6820
433 Epoch 1/2... Discriminator Loss: 1.0562... Generator Loss: 1.6116
434 Epoch 1/2... Discriminator Loss: 1.2028... Generator Loss: 1.1287
435 Epoch 1/2... Discriminator Loss: 0.9727... Generator Loss: 1.1721
436 Epoch 1/2... Discriminator Loss: 1.3538... Generator Loss: 0.8042
437 Epoch 1/2... Discriminator Loss: 1.3759... Generator Loss: 0.9094
438 Epoch 1/2... Discriminator Loss: 1.5053... Generator Loss: 1.1845
439 Epoch 1/2... Discriminator Loss: 1.6054... Generator Loss: 0.6183
440 Epoch 1/2... Discriminator Loss: 1.2226... Generator Loss: 1.5866
441 Epoch 1/2... Discriminator Loss: 1.2840... Generator Loss: 0.7560
442 Epoch 1/2... Discriminator Loss: 0.9993... Generator Loss: 1.7519
443 Epoch 1/2... Discriminator Loss: 1.0352... Generator Loss: 1.1241
444 Epoch 1/2... Discriminator Loss: 1.0116... Generator Loss: 1.0818
445 Epoch 1/2... Discriminator Loss: 0.9996... Generator Loss: 1.5164
446 Epoch 1/2... Discriminator Loss: 1.0514... Generator Loss: 1.0110
447 Epoch 1/2... Discriminator Loss: 0.8346... Generator Loss: 1.5089
448 Epoch 1/2... Discriminator Loss: 0.9698... Generator Loss: 1.4269
449 Epoch 1/2... Discriminator Loss: 1.1985... Generator Loss: 0.9026
450 Epoch 1/2... Discriminator Loss: 1.1946... Generator Loss: 1.3671
451 Epoch 1/2... Discriminator Loss: 1.2503... Generator Loss: 0.9047
452 Epoch 1/2... Discriminator Loss: 1.5125... Generator Loss: 0.6915
453 Epoch 1/2... Discriminator Loss: 1.4052... Generator Loss: 1.1894
454 Epoch 1/2... Discriminator Loss: 1.4012... Generator Loss: 0.8440
455 Epoch 1/2... Discriminator Loss: 1.3211... Generator Loss: 1.0352
456 Epoch 1/2... Discriminator Loss: 1.1669... Generator Loss: 1.0522
457 Epoch 1/2... Discriminator Loss: 1.2528... Generator Loss: 0.7921
458 Epoch 1/2... Discriminator Loss: 1.1661... Generator Loss: 1.5345
459 Epoch 1/2... Discriminator Loss: 1.0516... Generator Loss: 1.3836
460 Epoch 1/2... Discriminator Loss: 1.0390... Generator Loss: 1.0858
461 Epoch 1/2... Discriminator Loss: 1.0179... Generator Loss: 1.1795
462 Epoch 1/2... Discriminator Loss: 1.2692... Generator Loss: 0.8818
463 Epoch 1/2... Discriminator Loss: 0.8724... Generator Loss: 1.6304
464 Epoch 1/2... Discriminator Loss: 1.0282... Generator Loss: 1.2974
465 Epoch 1/2... Discriminator Loss: 1.1640... Generator Loss: 0.8444
466 Epoch 1/2... Discriminator Loss: 1.0005... Generator Loss: 1.2326
467 Epoch 1/2... Discriminator Loss: 1.1094... Generator Loss: 1.4121
468 Epoch 1/2... Discriminator Loss: 0.9605... Generator Loss: 1.2678
469 Epoch 1/2... Discriminator Loss: 1.1702... Generator Loss: 0.7906
470 Epoch 1/2... Discriminator Loss: 1.2283... Generator Loss: 1.2080
471 Epoch 1/2... Discriminator Loss: 1.2615... Generator Loss: 0.9803
472 Epoch 1/2... Discriminator Loss: 1.1988... Generator Loss: 0.9505
473 Epoch 1/2... Discriminator Loss: 1.0545... Generator Loss: 1.4830
474 Epoch 1/2... Discriminator Loss: 0.9966... Generator Loss: 1.1816
475 Epoch 1/2... Discriminator Loss: 0.8650... Generator Loss: 1.4766
476 Epoch 1/2... Discriminator Loss: 0.9287... Generator Loss: 1.6863
477 Epoch 1/2... Discriminator Loss: 1.1941... Generator Loss: 0.8610
478 Epoch 1/2... Discriminator Loss: 1.1973... Generator Loss: 1.1818
479 Epoch 1/2... Discriminator Loss: 1.1397... Generator Loss: 1.1993
480 Epoch 1/2... Discriminator Loss: 1.1137... Generator Loss: 1.0134
481 Epoch 1/2... Discriminator Loss: 0.8763... Generator Loss: 1.4678
482 Epoch 1/2... Discriminator Loss: 1.0310... Generator Loss: 1.3844
483 Epoch 1/2... Discriminator Loss: 1.3023... Generator Loss: 0.8110
484 Epoch 1/2... Discriminator Loss: 1.1235... Generator Loss: 1.0861
485 Epoch 1/2... Discriminator Loss: 1.1991... Generator Loss: 1.1913
486 Epoch 1/2... Discriminator Loss: 1.2594... Generator Loss: 0.9016
487 Epoch 1/2... Discriminator Loss: 1.1677... Generator Loss: 1.4393
488 Epoch 1/2... Discriminator Loss: 1.2622... Generator Loss: 0.9500
489 Epoch 1/2... Discriminator Loss: 1.2246... Generator Loss: 0.9766
490 Epoch 1/2... Discriminator Loss: 1.4654... Generator Loss: 0.8989
491 Epoch 1/2... Discriminator Loss: 1.1591... Generator Loss: 1.2665
492 Epoch 1/2... Discriminator Loss: 1.0879... Generator Loss: 1.0466
493 Epoch 1/2... Discriminator Loss: 0.9307... Generator Loss: 1.2405
494 Epoch 1/2... Discriminator Loss: 0.8918... Generator Loss: 1.4177
495 Epoch 1/2... Discriminator Loss: 0.9956... Generator Loss: 1.9027
496 Epoch 1/2... Discriminator Loss: 0.9745... Generator Loss: 1.1685
497 Epoch 1/2... Discriminator Loss: 1.0066... Generator Loss: 1.1636
498 Epoch 1/2... Discriminator Loss: 0.9848... Generator Loss: 1.2704
499 Epoch 1/2... Discriminator Loss: 1.2297... Generator Loss: 0.9240
500 Epoch 1/2... Discriminator Loss: 1.3047... Generator Loss: 0.8672

501 Epoch 1/2... Discriminator Loss: 1.2551... Generator Loss: 1.0935
502 Epoch 1/2... Discriminator Loss: 1.1959... Generator Loss: 0.9410
503 Epoch 1/2... Discriminator Loss: 1.0865... Generator Loss: 1.2945
504 Epoch 1/2... Discriminator Loss: 1.0834... Generator Loss: 0.8648
505 Epoch 1/2... Discriminator Loss: 0.9615... Generator Loss: 1.3323
506 Epoch 1/2... Discriminator Loss: 1.1516... Generator Loss: 1.1085
507 Epoch 1/2... Discriminator Loss: 1.1001... Generator Loss: 1.2908
508 Epoch 1/2... Discriminator Loss: 1.2190... Generator Loss: 0.8573
509 Epoch 1/2... Discriminator Loss: 1.2138... Generator Loss: 0.9060
510 Epoch 1/2... Discriminator Loss: 1.2081... Generator Loss: 1.2419
511 Epoch 1/2... Discriminator Loss: 1.3046... Generator Loss: 0.8208
512 Epoch 1/2... Discriminator Loss: 1.0755... Generator Loss: 1.1395
513 Epoch 1/2... Discriminator Loss: 1.0467... Generator Loss: 1.1564
514 Epoch 1/2... Discriminator Loss: 1.0251... Generator Loss: 1.1669
515 Epoch 1/2... Discriminator Loss: 1.0656... Generator Loss: 1.1156
516 Epoch 1/2... Discriminator Loss: 0.9993... Generator Loss: 1.1851
517 Epoch 1/2... Discriminator Loss: 1.1308... Generator Loss: 0.8226
518 Epoch 1/2... Discriminator Loss: 1.2775... Generator Loss: 0.8888
519 Epoch 1/2... Discriminator Loss: 1.0646... Generator Loss: 1.9261
520 Epoch 1/2... Discriminator Loss: 0.9365... Generator Loss: 1.1449
521 Epoch 1/2... Discriminator Loss: 1.2192... Generator Loss: 0.7415
522 Epoch 1/2... Discriminator Loss: 1.0310... Generator Loss: 1.7823
523 Epoch 1/2... Discriminator Loss: 1.3999... Generator Loss: 0.7489
524 Epoch 1/2... Discriminator Loss: 1.2978... Generator Loss: 0.9731
525 Epoch 1/2... Discriminator Loss: 1.5685... Generator Loss: 0.5268
526 Epoch 1/2... Discriminator Loss: 1.3096... Generator Loss: 1.6986
527 Epoch 1/2... Discriminator Loss: 1.2782... Generator Loss: 0.8249
528 Epoch 1/2... Discriminator Loss: 1.1972... Generator Loss: 0.7611
529 Epoch 1/2... Discriminator Loss: 0.9847... Generator Loss: 1.5868
530 Epoch 1/2... Discriminator Loss: 1.1030... Generator Loss: 0.9703
531 Epoch 1/2... Discriminator Loss: 1.0695... Generator Loss: 1.0498
532 Epoch 1/2... Discriminator Loss: 1.1210... Generator Loss: 1.1652
533 Epoch 1/2... Discriminator Loss: 1.1298... Generator Loss: 1.1661
534 Epoch 1/2... Discriminator Loss: 1.3545... Generator Loss: 0.8788
535 Epoch 1/2... Discriminator Loss: 1.2565... Generator Loss: 0.9934
536 Epoch 1/2... Discriminator Loss: 1.3257... Generator Loss: 1.2293
537 Epoch 1/2... Discriminator Loss: 1.4367... Generator Loss: 0.7089
538 Epoch 1/2... Discriminator Loss: 1.2517... Generator Loss: 1.0406
539 Epoch 1/2... Discriminator Loss: 1.3395... Generator Loss: 1.0666
540 Epoch 1/2... Discriminator Loss: 1.7018... Generator Loss: 0.5347
541 Epoch 1/2... Discriminator Loss: 1.2152... Generator Loss: 1.3653
542 Epoch 1/2... Discriminator Loss: 1.0035... Generator Loss: 0.9964
543 Epoch 1/2... Discriminator Loss: 0.9258... Generator Loss: 1.2541
544 Epoch 1/2... Discriminator Loss: 0.8396... Generator Loss: 1.6056
545 Epoch 1/2... Discriminator Loss: 1.1713... Generator Loss: 0.7727
546 Epoch 1/2... Discriminator Loss: 0.9224... Generator Loss: 1.3319
547 Epoch 1/2... Discriminator Loss: 1.0844... Generator Loss: 1.3431
548 Epoch 1/2... Discriminator Loss: 1.0847... Generator Loss: 1.0311
549 Epoch 1/2... Discriminator Loss: 1.0727... Generator Loss: 1.0655
550 Epoch 1/2... Discriminator Loss: 1.2852... Generator Loss: 0.9187
551 Epoch 1/2... Discriminator Loss: 1.1608... Generator Loss: 1.1114
552 Epoch 1/2... Discriminator Loss: 1.1864... Generator Loss: 1.0761
553 Epoch 1/2... Discriminator Loss: 1.3627... Generator Loss: 0.9727
554 Epoch 1/2... Discriminator Loss: 1.6034... Generator Loss: 0.6549
555 Epoch 1/2... Discriminator Loss: 1.4563... Generator Loss: 1.1225
556 Epoch 1/2... Discriminator Loss: 1.2843... Generator Loss: 0.8746
557 Epoch 1/2... Discriminator Loss: 1.0852... Generator Loss: 1.0501
558 Epoch 1/2... Discriminator Loss: 0.9930... Generator Loss: 1.0602
559 Epoch 1/2... Discriminator Loss: 0.9049... Generator Loss: 1.2884
560 Epoch 1/2... Discriminator Loss: 0.9921... Generator Loss: 1.0926
561 Epoch 1/2... Discriminator Loss: 1.4246... Generator Loss: 0.7462
562 Epoch 1/2... Discriminator Loss: 1.3337... Generator Loss: 1.2106
563 Epoch 1/2... Discriminator Loss: 1.4012... Generator Loss: 0.7272
564 Epoch 1/2... Discriminator Loss: 1.4484... Generator Loss: 0.6311
565 Epoch 1/2... Discriminator Loss: 1.1272... Generator Loss: 1.4930
566 Epoch 1/2... Discriminator Loss: 1.5252... Generator Loss: 0.6104
567 Epoch 1/2... Discriminator Loss: 1.1735... Generator Loss: 1.4734
568 Epoch 1/2... Discriminator Loss: 1.6436... Generator Loss: 0.6133
569 Epoch 1/2... Discriminator Loss: 1.1865... Generator Loss: 0.8630
570 Epoch 1/2... Discriminator Loss: 1.1462... Generator Loss: 1.2523
571 Epoch 1/2... Discriminator Loss: 1.1170... Generator Loss: 1.1339
572 Epoch 1/2... Discriminator Loss: 1.0240... Generator Loss: 1.0780
573 Epoch 1/2... Discriminator Loss: 1.0097... Generator Loss: 1.0153
574 Epoch 1/2... Discriminator Loss: 0.9021... Generator Loss: 1.4464
575 Epoch 1/2... Discriminator Loss: 1.1745... Generator Loss: 0.9452
576 Epoch 1/2... Discriminator Loss: 1.2528... Generator Loss: 0.9177
577 Epoch 1/2... Discriminator Loss: 1.2256... Generator Loss: 0.8947
578 Epoch 1/2... Discriminator Loss: 1.2545... Generator Loss: 0.8284
579 Epoch 1/2... Discriminator Loss: 1.3922... Generator Loss: 0.8407
580 Epoch 1/2... Discriminator Loss: 1.4396... Generator Loss: 0.8874
581 Epoch 1/2... Discriminator Loss: 1.3120... Generator Loss: 1.0406
582 Epoch 1/2... Discriminator Loss: 1.1026... Generator Loss: 1.0675
583 Epoch 1/2... Discriminator Loss: 0.9814... Generator Loss: 1.0426
584 Epoch 1/2... Discriminator Loss: 0.9673... Generator Loss: 1.2384
585 Epoch 1/2... Discriminator Loss: 1.0197... Generator Loss: 1.3934
586 Epoch 1/2... Discriminator Loss: 0.9760... Generator Loss: 1.1573
587 Epoch 1/2... Discriminator Loss: 1.2875... Generator Loss: 0.7814
588 Epoch 1/2... Discriminator Loss: 1.2425... Generator Loss: 1.1578
589 Epoch 1/2... Discriminator Loss: 1.1566... Generator Loss: 1.2824
590 Epoch 1/2... Discriminator Loss: 1.4206... Generator Loss: 0.5680
591 Epoch 1/2... Discriminator Loss: 1.3032... Generator Loss: 1.3234
592 Epoch 1/2... Discriminator Loss: 1.1236... Generator Loss: 1.3435
593 Epoch 1/2... Discriminator Loss: 1.1596... Generator Loss: 0.7546
594 Epoch 1/2... Discriminator Loss: 1.0974... Generator Loss: 1.2591
595 Epoch 1/2... Discriminator Loss: 1.1626... Generator Loss: 0.9657
596 Epoch 1/2... Discriminator Loss: 1.0640... Generator Loss: 1.1927
597 Epoch 1/2... Discriminator Loss: 1.1177... Generator Loss: 0.9407
598 Epoch 1/2... Discriminator Loss: 0.9495... Generator Loss: 1.4899
599 Epoch 1/2... Discriminator Loss: 1.2114... Generator Loss: 0.8307
600 Epoch 1/2... Discriminator Loss: 1.0880... Generator Loss: 1.1347

601 Epoch 1/2... Discriminator Loss: 1.0544... Generator Loss: 0.9618
602 Epoch 1/2... Discriminator Loss: 1.0875... Generator Loss: 1.0212
603 Epoch 1/2... Discriminator Loss: 0.9964... Generator Loss: 1.4027
604 Epoch 1/2... Discriminator Loss: 1.0245... Generator Loss: 1.0561
605 Epoch 1/2... Discriminator Loss: 1.0273... Generator Loss: 1.1285
606 Epoch 1/2... Discriminator Loss: 1.2195... Generator Loss: 1.0309
607 Epoch 1/2... Discriminator Loss: 1.0550... Generator Loss: 1.1405
608 Epoch 1/2... Discriminator Loss: 1.2217... Generator Loss: 0.7436
609 Epoch 1/2... Discriminator Loss: 1.3385... Generator Loss: 1.0869
610 Epoch 1/2... Discriminator Loss: 1.1568... Generator Loss: 1.0237
611 Epoch 1/2... Discriminator Loss: 1.1752... Generator Loss: 0.7605
612 Epoch 1/2... Discriminator Loss: 1.1413... Generator Loss: 0.9941
613 Epoch 1/2... Discriminator Loss: 1.1284... Generator Loss: 1.0490
614 Epoch 1/2... Discriminator Loss: 1.1447... Generator Loss: 0.9181
615 Epoch 1/2... Discriminator Loss: 1.0068... Generator Loss: 1.1814
616 Epoch 1/2... Discriminator Loss: 1.0511... Generator Loss: 1.0233
617 Epoch 1/2... Discriminator Loss: 1.0729... Generator Loss: 1.1497
618 Epoch 1/2... Discriminator Loss: 1.0221... Generator Loss: 1.2363
619 Epoch 1/2... Discriminator Loss: 1.1862... Generator Loss: 0.8601
620 Epoch 1/2... Discriminator Loss: 1.2534... Generator Loss: 0.9614
621 Epoch 1/2... Discriminator Loss: 1.1919... Generator Loss: 1.0186
622 Epoch 1/2... Discriminator Loss: 1.1565... Generator Loss: 0.9098
623 Epoch 1/2... Discriminator Loss: 1.1363... Generator Loss: 0.9253
624 Epoch 1/2... Discriminator Loss: 1.0390... Generator Loss: 1.2195
625 Epoch 1/2... Discriminator Loss: 1.0595... Generator Loss: 0.9255
626 Epoch 1/2... Discriminator Loss: 0.9207... Generator Loss: 1.2711
627 Epoch 1/2... Discriminator Loss: 1.0618... Generator Loss: 1.0695
628 Epoch 1/2... Discriminator Loss: 1.0547... Generator Loss: 1.1724
629 Epoch 1/2... Discriminator Loss: 1.1744... Generator Loss: 0.7778
630 Epoch 1/2... Discriminator Loss: 1.0341... Generator Loss: 1.1450
631 Epoch 1/2... Discriminator Loss: 1.1849... Generator Loss: 0.8942
632 Epoch 1/2... Discriminator Loss: 1.1482... Generator Loss: 0.8997
633 Epoch 1/2... Discriminator Loss: 1.1801... Generator Loss: 1.1653
634 Epoch 1/2... Discriminator Loss: 1.3601... Generator Loss: 0.6213
635 Epoch 1/2... Discriminator Loss: 1.0535... Generator Loss: 1.2238
636 Epoch 1/2... Discriminator Loss: 1.1686... Generator Loss: 0.8419
637 Epoch 1/2... Discriminator Loss: 1.3250... Generator Loss: 1.0202
638 Epoch 1/2... Discriminator Loss: 1.3776... Generator Loss: 0.7840
639 Epoch 1/2... Discriminator Loss: 1.1019... Generator Loss: 0.9546
640 Epoch 1/2... Discriminator Loss: 1.2388... Generator Loss: 0.9807
641 Epoch 1/2... Discriminator Loss: 1.1920... Generator Loss: 1.0264
642 Epoch 1/2... Discriminator Loss: 1.4052... Generator Loss: 0.6045
643 Epoch 1/2... Discriminator Loss: 1.2317... Generator Loss: 1.0013
644 Epoch 1/2... Discriminator Loss: 1.2200... Generator Loss: 1.0257
645 Epoch 1/2... Discriminator Loss: 1.1927... Generator Loss: 0.8472
646 Epoch 1/2... Discriminator Loss: 1.2398... Generator Loss: 0.8914
647 Epoch 1/2... Discriminator Loss: 1.3273... Generator Loss: 0.8799
648 Epoch 1/2... Discriminator Loss: 1.2815... Generator Loss: 0.8557
649 Epoch 1/2... Discriminator Loss: 1.2989... Generator Loss: 1.0532
650 Epoch 1/2... Discriminator Loss: 1.1543... Generator Loss: 0.9306
651 Epoch 1/2... Discriminator Loss: 1.1956... Generator Loss: 0.8123
652 Epoch 1/2... Discriminator Loss: 1.2555... Generator Loss: 1.2360
653 Epoch 1/2... Discriminator Loss: 1.2755... Generator Loss: 0.7086
654 Epoch 1/2... Discriminator Loss: 1.1464... Generator Loss: 1.1578
655 Epoch 1/2... Discriminator Loss: 1.1009... Generator Loss: 1.1096
656 Epoch 1/2... Discriminator Loss: 1.3065... Generator Loss: 0.7182
657 Epoch 1/2... Discriminator Loss: 1.1249... Generator Loss: 1.1782
658 Epoch 1/2... Discriminator Loss: 1.2953... Generator Loss: 0.7251
659 Epoch 1/2... Discriminator Loss: 1.1739... Generator Loss: 1.3181
660 Epoch 1/2... Discriminator Loss: 1.0894... Generator Loss: 1.0936
661 Epoch 1/2... Discriminator Loss: 1.1061... Generator Loss: 0.9450
662 Epoch 1/2... Discriminator Loss: 1.0785... Generator Loss: 1.3221
663 Epoch 1/2... Discriminator Loss: 1.2317... Generator Loss: 0.9180
664 Epoch 1/2... Discriminator Loss: 1.1157... Generator Loss: 1.3604
665 Epoch 1/2... Discriminator Loss: 1.3355... Generator Loss: 0.7697
666 Epoch 1/2... Discriminator Loss: 1.0584... Generator Loss: 1.2358
667 Epoch 1/2... Discriminator Loss: 1.2756... Generator Loss: 0.8674
668 Epoch 1/2... Discriminator Loss: 1.4277... Generator Loss: 0.7341
669 Epoch 1/2... Discriminator Loss: 1.3470... Generator Loss: 0.9934
670 Epoch 1/2... Discriminator Loss: 1.4419... Generator Loss: 0.6987
671 Epoch 1/2... Discriminator Loss: 1.3725... Generator Loss: 0.8172
672 Epoch 1/2... Discriminator Loss: 1.1621... Generator Loss: 1.2067
673 Epoch 1/2... Discriminator Loss: 1.1059... Generator Loss: 0.9409
674 Epoch 1/2... Discriminator Loss: 1.2236... Generator Loss: 0.7825
675 Epoch 1/2... Discriminator Loss: 1.2345... Generator Loss: 1.3680
676 Epoch 1/2... Discriminator Loss: 1.2498... Generator Loss: 0.6878
677 Epoch 1/2... Discriminator Loss: 1.0210... Generator Loss: 1.1406
678 Epoch 1/2... Discriminator Loss: 1.3368... Generator Loss: 0.7995
679 Epoch 1/2... Discriminator Loss: 1.2094... Generator Loss: 1.2093
680 Epoch 1/2... Discriminator Loss: 1.3025... Generator Loss: 0.8787
681 Epoch 1/2... Discriminator Loss: 1.2503... Generator Loss: 0.9685
682 Epoch 1/2... Discriminator Loss: 1.3028... Generator Loss: 0.7529
683 Epoch 1/2... Discriminator Loss: 1.1699... Generator Loss: 1.0724
684 Epoch 1/2... Discriminator Loss: 1.2639... Generator Loss: 1.0539
685 Epoch 1/2... Discriminator Loss: 1.3787... Generator Loss: 0.6682
686 Epoch 1/2... Discriminator Loss: 1.2690... Generator Loss: 0.9063
687 Epoch 1/2... Discriminator Loss: 1.1825... Generator Loss: 1.4556
688 Epoch 1/2... Discriminator Loss: 1.1110... Generator Loss: 0.8691
689 Epoch 1/2... Discriminator Loss: 1.1104... Generator Loss: 0.9017
690 Epoch 1/2... Discriminator Loss: 0.9817... Generator Loss: 1.1514
691 Epoch 1/2... Discriminator Loss: 1.0948... Generator Loss: 1.1018
692 Epoch 1/2... Discriminator Loss: 1.2704... Generator Loss: 0.8644
693 Epoch 1/2... Discriminator Loss: 1.1649... Generator Loss: 1.1765
694 Epoch 1/2... Discriminator Loss: 1.3296... Generator Loss: 0.6850
695 Epoch 1/2... Discriminator Loss: 1.0352... Generator Loss: 1.1827
696 Epoch 1/2... Discriminator Loss: 1.0378... Generator Loss: 1.1740
697 Epoch 1/2... Discriminator Loss: 1.0445... Generator Loss: 1.1129
698 Epoch 1/2... Discriminator Loss: 0.9709... Generator Loss: 1.0728
699 Epoch 1/2... Discriminator Loss: 1.0310... Generator Loss: 0.9785
700 Epoch 1/2... Discriminator Loss: 1.0740... Generator Loss: 1.1139

701 Epoch 1/2... Discriminator Loss: 1.1688... Generator Loss: 0.8328
702 Epoch 1/2... Discriminator Loss: 1.1891... Generator Loss: 1.1197
703 Epoch 1/2... Discriminator Loss: 1.2301... Generator Loss: 1.0623
704 Epoch 1/2... Discriminator Loss: 1.5285... Generator Loss: 0.5603
705 Epoch 1/2... Discriminator Loss: 1.2295... Generator Loss: 0.9690
706 Epoch 1/2... Discriminator Loss: 1.3070... Generator Loss: 0.9327
707 Epoch 1/2... Discriminator Loss: 1.3344... Generator Loss: 0.9155
708 Epoch 1/2... Discriminator Loss: 1.2457... Generator Loss: 0.7812
709 Epoch 1/2... Discriminator Loss: 1.1036... Generator Loss: 1.3374
710 Epoch 1/2... Discriminator Loss: 1.1730... Generator Loss: 0.7852
711 Epoch 1/2... Discriminator Loss: 1.0227... Generator Loss: 1.2233
712 Epoch 1/2... Discriminator Loss: 1.0618... Generator Loss: 1.0141
713 Epoch 1/2... Discriminator Loss: 1.0524... Generator Loss: 0.9023
714 Epoch 1/2... Discriminator Loss: 1.2651... Generator Loss: 0.7005
715 Epoch 1/2... Discriminator Loss: 1.0685... Generator Loss: 1.5358
716 Epoch 1/2... Discriminator Loss: 1.2180... Generator Loss: 0.7710
717 Epoch 1/2... Discriminator Loss: 1.0320... Generator Loss: 1.1135
718 Epoch 1/2... Discriminator Loss: 1.2837... Generator Loss: 0.7565
719 Epoch 1/2... Discriminator Loss: 1.1113... Generator Loss: 0.9320
720 Epoch 1/2... Discriminator Loss: 1.1795... Generator Loss: 1.0004
721 Epoch 1/2... Discriminator Loss: 1.1027... Generator Loss: 0.9615
722 Epoch 1/2... Discriminator Loss: 1.1903... Generator Loss: 0.9755
723 Epoch 1/2... Discriminator Loss: 1.3421... Generator Loss: 0.6489
724 Epoch 1/2... Discriminator Loss: 1.1788... Generator Loss: 1.2163
725 Epoch 1/2... Discriminator Loss: 1.0422... Generator Loss: 0.8699
726 Epoch 1/2... Discriminator Loss: 1.1720... Generator Loss: 1.3728
727 Epoch 1/2... Discriminator Loss: 1.2126... Generator Loss: 0.6896
728 Epoch 1/2... Discriminator Loss: 1.1243... Generator Loss: 1.1004
729 Epoch 1/2... Discriminator Loss: 1.1329... Generator Loss: 0.8715
730 Epoch 1/2... Discriminator Loss: 1.0439... Generator Loss: 1.1828
731 Epoch 1/2... Discriminator Loss: 1.1454... Generator Loss: 0.8710
732 Epoch 1/2... Discriminator Loss: 1.1621... Generator Loss: 0.8735
733 Epoch 1/2... Discriminator Loss: 1.1787... Generator Loss: 1.0505
734 Epoch 1/2... Discriminator Loss: 1.1764... Generator Loss: 0.7819
735 Epoch 1/2... Discriminator Loss: 1.2556... Generator Loss: 0.8234
736 Epoch 1/2... Discriminator Loss: 1.3007... Generator Loss: 1.5191
737 Epoch 1/2... Discriminator Loss: 1.4636... Generator Loss: 0.4625
738 Epoch 1/2... Discriminator Loss: 1.2433... Generator Loss: 1.1172
739 Epoch 1/2... Discriminator Loss: 0.9837... Generator Loss: 1.1560
740 Epoch 1/2... Discriminator Loss: 1.0466... Generator Loss: 0.9861
741 Epoch 1/2... Discriminator Loss: 1.0798... Generator Loss: 0.8802
742 Epoch 1/2... Discriminator Loss: 1.1051... Generator Loss: 1.1910
743 Epoch 1/2... Discriminator Loss: 1.1824... Generator Loss: 0.8326
744 Epoch 1/2... Discriminator Loss: 1.0148... Generator Loss: 1.1843
745 Epoch 1/2... Discriminator Loss: 1.3306... Generator Loss: 0.8837
746 Epoch 1/2... Discriminator Loss: 1.3375... Generator Loss: 0.5778
747 Epoch 1/2... Discriminator Loss: 1.2080... Generator Loss: 1.5454
748 Epoch 1/2... Discriminator Loss: 1.3375... Generator Loss: 0.6080
749 Epoch 1/2... Discriminator Loss: 1.1802... Generator Loss: 1.0757
750 Epoch 1/2... Discriminator Loss: 1.0112... Generator Loss: 1.2706
751 Epoch 1/2... Discriminator Loss: 1.0696... Generator Loss: 0.8958
752 Epoch 1/2... Discriminator Loss: 1.0727... Generator Loss: 1.0999
753 Epoch 1/2... Discriminator Loss: 1.3261... Generator Loss: 0.5815
754 Epoch 1/2... Discriminator Loss: 1.1305... Generator Loss: 1.4368
755 Epoch 1/2... Discriminator Loss: 1.1495... Generator Loss: 0.9886
756 Epoch 1/2... Discriminator Loss: 1.4623... Generator Loss: 0.5306
757 Epoch 1/2... Discriminator Loss: 1.2966... Generator Loss: 1.1790
758 Epoch 1/2... Discriminator Loss: 1.1985... Generator Loss: 0.8090
759 Epoch 1/2... Discriminator Loss: 1.0668... Generator Loss: 1.0616
760 Epoch 1/2... Discriminator Loss: 1.3281... Generator Loss: 0.6947
761 Epoch 1/2... Discriminator Loss: 1.0815... Generator Loss: 1.3843
762 Epoch 1/2... Discriminator Loss: 1.1324... Generator Loss: 0.7502
763 Epoch 1/2... Discriminator Loss: 1.2862... Generator Loss: 0.7705
764 Epoch 1/2... Discriminator Loss: 1.2223... Generator Loss: 0.9683
765 Epoch 1/2... Discriminator Loss: 1.2273... Generator Loss: 0.6843
766 Epoch 1/2... Discriminator Loss: 1.1687... Generator Loss: 1.1937
767 Epoch 1/2... Discriminator Loss: 1.1358... Generator Loss: 0.8379
768 Epoch 1/2... Discriminator Loss: 1.1257... Generator Loss: 0.9831
769 Epoch 1/2... Discriminator Loss: 1.0392... Generator Loss: 1.1218
770 Epoch 1/2... Discriminator Loss: 1.1926... Generator Loss: 0.9495
771 Epoch 1/2... Discriminator Loss: 1.2474... Generator Loss: 0.7666
772 Epoch 1/2... Discriminator Loss: 1.0977... Generator Loss: 1.0392
773 Epoch 1/2... Discriminator Loss: 1.3383... Generator Loss: 0.6780
774 Epoch 1/2... Discriminator Loss: 1.2367... Generator Loss: 1.1154
775 Epoch 1/2... Discriminator Loss: 1.3907... Generator Loss: 0.7163
776 Epoch 1/2... Discriminator Loss: 1.3443... Generator Loss: 0.7375
777 Epoch 1/2... Discriminator Loss: 1.1855... Generator Loss: 1.2068
778 Epoch 1/2... Discriminator Loss: 1.2993... Generator Loss: 0.6576
779 Epoch 1/2... Discriminator Loss: 1.1221... Generator Loss: 1.0943
780 Epoch 1/2... Discriminator Loss: 1.0971... Generator Loss: 0.9165
781 Epoch 1/2... Discriminator Loss: 1.1248... Generator Loss: 0.9137
782 Epoch 1/2... Discriminator Loss: 1.2260... Generator Loss: 0.9528
783 Epoch 1/2... Discriminator Loss: 1.1720... Generator Loss: 1.0047
784 Epoch 1/2... Discriminator Loss: 1.1898... Generator Loss: 0.7131
785 Epoch 1/2... Discriminator Loss: 1.1757... Generator Loss: 1.2671
786 Epoch 1/2... Discriminator Loss: 1.3728... Generator Loss: 0.5956
787 Epoch 1/2... Discriminator Loss: 1.2006... Generator Loss: 1.2832
788 Epoch 1/2... Discriminator Loss: 1.1202... Generator Loss: 0.9136
789 Epoch 1/2... Discriminator Loss: 1.0712... Generator Loss: 1.1451
790 Epoch 1/2... Discriminator Loss: 1.0805... Generator Loss: 1.0596
791 Epoch 1/2... Discriminator Loss: 1.4823... Generator Loss: 0.4378
792 Epoch 1/2... Discriminator Loss: 1.2206... Generator Loss: 1.3553
793 Epoch 1/2... Discriminator Loss: 1.1988... Generator Loss: 0.8029
794 Epoch 1/2... Discriminator Loss: 1.2631... Generator Loss: 0.6758
795 Epoch 1/2... Discriminator Loss: 1.2511... Generator Loss: 1.4391
796 Epoch 1/2... Discriminator Loss: 1.2805... Generator Loss: 0.6299
797 Epoch 1/2... Discriminator Loss: 1.1269... Generator Loss: 1.3269
798 Epoch 1/2... Discriminator Loss: 1.1015... Generator Loss: 0.9242
799 Epoch 1/2... Discriminator Loss: 1.1918... Generator Loss: 0.7858
800 Epoch 1/2... Discriminator Loss: 1.1593... Generator Loss: 0.9267

801 Epoch 1/2... Discriminator Loss: 1.3109... Generator Loss: 0.7917
802 Epoch 1/2... Discriminator Loss: 1.1548... Generator Loss: 1.1637
803 Epoch 1/2... Discriminator Loss: 1.0619... Generator Loss: 0.8510
804 Epoch 1/2... Discriminator Loss: 1.0992... Generator Loss: 0.9473
805 Epoch 1/2... Discriminator Loss: 1.1418... Generator Loss: 0.8900
806 Epoch 1/2... Discriminator Loss: 1.1212... Generator Loss: 0.9312
807 Epoch 1/2... Discriminator Loss: 1.0189... Generator Loss: 1.1568
808 Epoch 1/2... Discriminator Loss: 1.2023... Generator Loss: 0.7128
809 Epoch 1/2... Discriminator Loss: 1.1490... Generator Loss: 1.0859
810 Epoch 1/2... Discriminator Loss: 1.1064... Generator Loss: 0.8945
811 Epoch 1/2... Discriminator Loss: 1.2557... Generator Loss: 0.7573
812 Epoch 1/2... Discriminator Loss: 1.1153... Generator Loss: 1.0521
813 Epoch 1/2... Discriminator Loss: 1.0975... Generator Loss: 0.9693
814 Epoch 1/2... Discriminator Loss: 1.2089... Generator Loss: 0.7463
815 Epoch 1/2... Discriminator Loss: 1.1635... Generator Loss: 0.9348
816 Epoch 1/2... Discriminator Loss: 1.1109... Generator Loss: 1.1126
817 Epoch 1/2... Discriminator Loss: 1.0191... Generator Loss: 0.9605
818 Epoch 1/2... Discriminator Loss: 1.0506... Generator Loss: 0.9387
819 Epoch 1/2... Discriminator Loss: 1.0146... Generator Loss: 1.4531
820 Epoch 1/2... Discriminator Loss: 1.2853... Generator Loss: 0.6310
821 Epoch 1/2... Discriminator Loss: 1.0650... Generator Loss: 1.1263
822 Epoch 1/2... Discriminator Loss: 1.1683... Generator Loss: 0.8243
823 Epoch 1/2... Discriminator Loss: 1.2268... Generator Loss: 0.9300
824 Epoch 1/2... Discriminator Loss: 1.2716... Generator Loss: 0.6481
825 Epoch 1/2... Discriminator Loss: 1.3087... Generator Loss: 1.3074
826 Epoch 1/2... Discriminator Loss: 1.2257... Generator Loss: 0.7431
827 Epoch 1/2... Discriminator Loss: 1.1694... Generator Loss: 0.8847
828 Epoch 1/2... Discriminator Loss: 1.1324... Generator Loss: 0.9199
829 Epoch 1/2... Discriminator Loss: 1.1718... Generator Loss: 0.7386
830 Epoch 1/2... Discriminator Loss: 1.2415... Generator Loss: 1.6019
831 Epoch 1/2... Discriminator Loss: 1.4806... Generator Loss: 0.4505
832 Epoch 1/2... Discriminator Loss: 1.1579... Generator Loss: 1.3141
833 Epoch 1/2... Discriminator Loss: 1.1112... Generator Loss: 1.0297
834 Epoch 1/2... Discriminator Loss: 1.3162... Generator Loss: 0.6231
835 Epoch 1/2... Discriminator Loss: 1.2669... Generator Loss: 1.3892
836 Epoch 1/2... Discriminator Loss: 1.3824... Generator Loss: 0.6618
837 Epoch 1/2... Discriminator Loss: 1.1139... Generator Loss: 1.0770
838 Epoch 1/2... Discriminator Loss: 1.2828... Generator Loss: 0.7368
839 Epoch 1/2... Discriminator Loss: 1.1898... Generator Loss: 0.9632
840 Epoch 1/2... Discriminator Loss: 1.0541... Generator Loss: 1.0342
841 Epoch 1/2... Discriminator Loss: 1.1878... Generator Loss: 0.7148
842 Epoch 1/2... Discriminator Loss: 1.1469... Generator Loss: 1.1059
843 Epoch 1/2... Discriminator Loss: 1.2079... Generator Loss: 0.7980
844 Epoch 1/2... Discriminator Loss: 1.2199... Generator Loss: 1.0451
845 Epoch 1/2... Discriminator Loss: 1.3260... Generator Loss: 0.6649
846 Epoch 1/2... Discriminator Loss: 1.0934... Generator Loss: 1.3056
847 Epoch 1/2... Discriminator Loss: 1.4106... Generator Loss: 0.5255
848 Epoch 1/2... Discriminator Loss: 1.1926... Generator Loss: 1.1813
849 Epoch 1/2... Discriminator Loss: 1.1010... Generator Loss: 1.1456
850 Epoch 1/2... Discriminator Loss: 1.5746... Generator Loss: 0.3877
851 Epoch 1/2... Discriminator Loss: 1.1499... Generator Loss: 1.2783
852 Epoch 1/2... Discriminator Loss: 1.3922... Generator Loss: 0.7350
853 Epoch 1/2... Discriminator Loss: 1.4847... Generator Loss: 0.5888
854 Epoch 1/2... Discriminator Loss: 1.2265... Generator Loss: 1.0202
855 Epoch 1/2... Discriminator Loss: 1.1196... Generator Loss: 1.0822
856 Epoch 1/2... Discriminator Loss: 1.2330... Generator Loss: 0.7297
857 Epoch 1/2... Discriminator Loss: 1.3830... Generator Loss: 1.3165
858 Epoch 1/2... Discriminator Loss: 1.2845... Generator Loss: 0.6061
859 Epoch 1/2... Discriminator Loss: 1.0897... Generator Loss: 1.0319
860 Epoch 1/2... Discriminator Loss: 1.1737... Generator Loss: 1.1478
861 Epoch 1/2... Discriminator Loss: 1.5557... Generator Loss: 0.4371
862 Epoch 1/2... Discriminator Loss: 1.1689... Generator Loss: 1.1666
863 Epoch 1/2... Discriminator Loss: 1.1138... Generator Loss: 0.9519
864 Epoch 1/2... Discriminator Loss: 1.3070... Generator Loss: 0.6033
865 Epoch 1/2... Discriminator Loss: 1.1359... Generator Loss: 1.0386
866 Epoch 1/2... Discriminator Loss: 1.2607... Generator Loss: 0.8327
867 Epoch 1/2... Discriminator Loss: 1.1305... Generator Loss: 1.2643
868 Epoch 1/2... Discriminator Loss: 1.4152... Generator Loss: 0.5280
869 Epoch 1/2... Discriminator Loss: 1.2443... Generator Loss: 1.1783
870 Epoch 1/2... Discriminator Loss: 1.1554... Generator Loss: 0.7074
871 Epoch 1/2... Discriminator Loss: 1.2937... Generator Loss: 1.0366
872 Epoch 1/2... Discriminator Loss: 1.1623... Generator Loss: 0.7177
873 Epoch 1/2... Discriminator Loss: 1.1664... Generator Loss: 0.9129
874 Epoch 1/2... Discriminator Loss: 1.1481... Generator Loss: 1.0535
875 Epoch 1/2... Discriminator Loss: 1.2354... Generator Loss: 0.7081
876 Epoch 1/2... Discriminator Loss: 1.2588... Generator Loss: 1.2644
877 Epoch 1/2... Discriminator Loss: 1.3130... Generator Loss: 0.6283
878 Epoch 1/2... Discriminator Loss: 1.1835... Generator Loss: 1.0386
879 Epoch 1/2... Discriminator Loss: 1.4444... Generator Loss: 0.4689
880 Epoch 1/2... Discriminator Loss: 1.3686... Generator Loss: 1.4165
881 Epoch 1/2... Discriminator Loss: 1.2529... Generator Loss: 0.6812
882 Epoch 1/2... Discriminator Loss: 1.1006... Generator Loss: 1.0010
883 Epoch 1/2... Discriminator Loss: 1.1784... Generator Loss: 0.8163
884 Epoch 1/2... Discriminator Loss: 1.2869... Generator Loss: 0.8867
885 Epoch 1/2... Discriminator Loss: 1.2331... Generator Loss: 0.7010
886 Epoch 1/2... Discriminator Loss: 1.2482... Generator Loss: 1.0940
887 Epoch 1/2... Discriminator Loss: 1.1399... Generator Loss: 0.7636
888 Epoch 1/2... Discriminator Loss: 1.1185... Generator Loss: 1.1746
889 Epoch 1/2... Discriminator Loss: 1.1811... Generator Loss: 0.7293
890 Epoch 1/2... Discriminator Loss: 1.2134... Generator Loss: 1.0510
891 Epoch 1/2... Discriminator Loss: 1.3137... Generator Loss: 0.5826
892 Epoch 1/2... Discriminator Loss: 1.2848... Generator Loss: 1.0904
893 Epoch 1/2... Discriminator Loss: 1.0828... Generator Loss: 0.8939
894 Epoch 1/2... Discriminator Loss: 1.1763... Generator Loss: 0.7902
895 Epoch 1/2... Discriminator Loss: 1.1673... Generator Loss: 1.1250
896 Epoch 1/2... Discriminator Loss: 1.2361... Generator Loss: 0.6959
897 Epoch 1/2... Discriminator Loss: 1.2403... Generator Loss: 0.8937
898 Epoch 1/2... Discriminator Loss: 1.1244... Generator Loss: 1.0187
899 Epoch 1/2... Discriminator Loss: 1.3511... Generator Loss: 0.5662
900 Epoch 1/2... Discriminator Loss: 1.2781... Generator Loss: 1.7103

CelebA¶

Run your GANs on CelebA. It will take around 20 minutes on the average GPU to run one epoch. You can run the whole epoch or stop when it starts to generate realistic faces.

batch_size = 32
z_dim = 100
learning_rate = 0.0001
beta1 = 0.5


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 1

celeba_dataset = helper.Dataset('celeba', glob(os.path.join(data_dir, 'img_align_celeba/*.jpg')))
with tf.Graph().as_default():
    train(epochs, batch_size, z_dim, learning_rate, beta1, celeba_dataset.get_batches,
          celeba_dataset.shape, celeba_dataset.image_mode)

0 Epoch 1/1... Discriminator Loss: 7.0042... Generator Loss: 0.0015

1 Epoch 1/1... Discriminator Loss: 6.2535... Generator Loss: 0.0031
2 Epoch 1/1... Discriminator Loss: 5.8563... Generator Loss: 0.0049
3 Epoch 1/1... Discriminator Loss: 5.9195... Generator Loss: 0.0054
4 Epoch 1/1... Discriminator Loss: 5.8566... Generator Loss: 0.0059
5 Epoch 1/1... Discriminator Loss: 5.6641... Generator Loss: 0.0082
6 Epoch 1/1... Discriminator Loss: 5.6074... Generator Loss: 0.0091
7 Epoch 1/1... Discriminator Loss: 5.0384... Generator Loss: 0.0137
8 Epoch 1/1... Discriminator Loss: 4.9154... Generator Loss: 0.0190
9 Epoch 1/1... Discriminator Loss: 4.6960... Generator Loss: 0.0220
10 Epoch 1/1... Discriminator Loss: 4.8127... Generator Loss: 0.0251
11 Epoch 1/1... Discriminator Loss: 4.8330... Generator Loss: 0.0255
12 Epoch 1/1... Discriminator Loss: 4.3333... Generator Loss: 0.0299
13 Epoch 1/1... Discriminator Loss: 4.3174... Generator Loss: 0.0361
14 Epoch 1/1... Discriminator Loss: 4.3064... Generator Loss: 0.0455
15 Epoch 1/1... Discriminator Loss: 3.8387... Generator Loss: 0.0643
16 Epoch 1/1... Discriminator Loss: 4.6060... Generator Loss: 0.0531
17 Epoch 1/1... Discriminator Loss: 4.4397... Generator Loss: 0.0446
18 Epoch 1/1... Discriminator Loss: 3.9781... Generator Loss: 0.0730
19 Epoch 1/1... Discriminator Loss: 3.7111... Generator Loss: 0.1022
20 Epoch 1/1... Discriminator Loss: 3.0690... Generator Loss: 0.1498
21 Epoch 1/1... Discriminator Loss: 3.5003... Generator Loss: 0.2934
22 Epoch 1/1... Discriminator Loss: 2.8317... Generator Loss: 0.2895
23 Epoch 1/1... Discriminator Loss: 3.0134... Generator Loss: 0.2649
24 Epoch 1/1... Discriminator Loss: 2.5907... Generator Loss: 0.2607
25 Epoch 1/1... Discriminator Loss: 2.4975... Generator Loss: 0.3602
26 Epoch 1/1... Discriminator Loss: 2.4508... Generator Loss: 0.3892
27 Epoch 1/1... Discriminator Loss: 2.3573... Generator Loss: 0.4369
28 Epoch 1/1... Discriminator Loss: 2.6122... Generator Loss: 0.4493
29 Epoch 1/1... Discriminator Loss: 2.8223... Generator Loss: 0.2675
30 Epoch 1/1... Discriminator Loss: 2.1199... Generator Loss: 0.3698
31 Epoch 1/1... Discriminator Loss: 2.0342... Generator Loss: 0.4310
32 Epoch 1/1... Discriminator Loss: 2.1559... Generator Loss: 0.4312
33 Epoch 1/1... Discriminator Loss: 2.4227... Generator Loss: 0.3252
34 Epoch 1/1... Discriminator Loss: 2.8870... Generator Loss: 0.4617
35 Epoch 1/1... Discriminator Loss: 2.2722... Generator Loss: 0.5480
36 Epoch 1/1... Discriminator Loss: 2.4413... Generator Loss: 0.5005
37 Epoch 1/1... Discriminator Loss: 2.0153... Generator Loss: 0.6410
38 Epoch 1/1... Discriminator Loss: 1.8850... Generator Loss: 0.6316
39 Epoch 1/1... Discriminator Loss: 1.7200... Generator Loss: 0.5462
40 Epoch 1/1... Discriminator Loss: 1.6073... Generator Loss: 0.7147
41 Epoch 1/1... Discriminator Loss: 1.8572... Generator Loss: 0.6731
42 Epoch 1/1... Discriminator Loss: 2.3728... Generator Loss: 0.4187
43 Epoch 1/1... Discriminator Loss: 2.2286... Generator Loss: 0.6093
44 Epoch 1/1... Discriminator Loss: 1.5385... Generator Loss: 0.8445
45 Epoch 1/1... Discriminator Loss: 1.7476... Generator Loss: 0.6450
46 Epoch 1/1... Discriminator Loss: 1.6399... Generator Loss: 0.6371
47 Epoch 1/1... Discriminator Loss: 2.1793... Generator Loss: 0.5534
48 Epoch 1/1... Discriminator Loss: 2.0226... Generator Loss: 0.5008
49 Epoch 1/1... Discriminator Loss: 2.0262... Generator Loss: 0.7677
50 Epoch 1/1... Discriminator Loss: 1.8186... Generator Loss: 0.7435
51 Epoch 1/1... Discriminator Loss: 2.0602... Generator Loss: 0.7141
52 Epoch 1/1... Discriminator Loss: 1.8695... Generator Loss: 0.6878
53 Epoch 1/1... Discriminator Loss: 1.6145... Generator Loss: 0.7674
54 Epoch 1/1... Discriminator Loss: 1.6064... Generator Loss: 0.7308
55 Epoch 1/1... Discriminator Loss: 1.7912... Generator Loss: 0.6638
56 Epoch 1/1... Discriminator Loss: 1.6543... Generator Loss: 0.8125
57 Epoch 1/1... Discriminator Loss: 2.0752... Generator Loss: 0.6866
58 Epoch 1/1... Discriminator Loss: 1.8203... Generator Loss: 0.6318
59 Epoch 1/1... Discriminator Loss: 1.7442... Generator Loss: 0.8426
60 Epoch 1/1... Discriminator Loss: 1.7853... Generator Loss: 0.7676
61 Epoch 1/1... Discriminator Loss: 1.1937... Generator Loss: 1.1163
62 Epoch 1/1... Discriminator Loss: 1.2978... Generator Loss: 0.9490
63 Epoch 1/1... Discriminator Loss: 1.4030... Generator Loss: 0.8590
64 Epoch 1/1... Discriminator Loss: 1.5867... Generator Loss: 1.0336
65 Epoch 1/1... Discriminator Loss: 1.1533... Generator Loss: 1.3587
66 Epoch 1/1... Discriminator Loss: 1.1628... Generator Loss: 1.3395
67 Epoch 1/1... Discriminator Loss: 1.2994... Generator Loss: 1.1412
68 Epoch 1/1... Discriminator Loss: 1.4435... Generator Loss: 0.9546
69 Epoch 1/1... Discriminator Loss: 1.4529... Generator Loss: 0.8671
70 Epoch 1/1... Discriminator Loss: 1.5147... Generator Loss: 0.7347
71 Epoch 1/1... Discriminator Loss: 1.9702... Generator Loss: 0.6233
72 Epoch 1/1... Discriminator Loss: 1.6849... Generator Loss: 0.7913
73 Epoch 1/1... Discriminator Loss: 1.7950... Generator Loss: 0.9834
74 Epoch 1/1... Discriminator Loss: 1.3855... Generator Loss: 1.0293
75 Epoch 1/1... Discriminator Loss: 1.2857... Generator Loss: 0.9506
76 Epoch 1/1... Discriminator Loss: 1.7636... Generator Loss: 1.0547
77 Epoch 1/1... Discriminator Loss: 1.0556... Generator Loss: 1.1878
78 Epoch 1/1... Discriminator Loss: 1.4266... Generator Loss: 0.8619
79 Epoch 1/1... Discriminator Loss: 1.2879... Generator Loss: 0.8138
80 Epoch 1/1... Discriminator Loss: 1.0208... Generator Loss: 1.1952
81 Epoch 1/1... Discriminator Loss: 1.2359... Generator Loss: 1.0504
82 Epoch 1/1... Discriminator Loss: 1.3419... Generator Loss: 1.0255
83 Epoch 1/1... Discriminator Loss: 1.2364... Generator Loss: 1.1148
84 Epoch 1/1... Discriminator Loss: 1.3317... Generator Loss: 1.1580
85 Epoch 1/1... Discriminator Loss: 1.4976... Generator Loss: 1.0573
86 Epoch 1/1... Discriminator Loss: 1.1387... Generator Loss: 1.2307
87 Epoch 1/1... Discriminator Loss: 1.1067... Generator Loss: 1.1764
88 Epoch 1/1... Discriminator Loss: 1.2437... Generator Loss: 0.9680
89 Epoch 1/1... Discriminator Loss: 1.3190... Generator Loss: 1.0577
90 Epoch 1/1... Discriminator Loss: 1.6779... Generator Loss: 1.0610
91 Epoch 1/1... Discriminator Loss: 1.0868... Generator Loss: 1.4100
92 Epoch 1/1... Discriminator Loss: 1.8053... Generator Loss: 1.2010
93 Epoch 1/1... Discriminator Loss: 1.0875... Generator Loss: 1.1279
94 Epoch 1/1... Discriminator Loss: 1.0907... Generator Loss: 1.1460
95 Epoch 1/1... Discriminator Loss: 1.2241... Generator Loss: 1.1034
96 Epoch 1/1... Discriminator Loss: 1.4215... Generator Loss: 1.0252
97 Epoch 1/1... Discriminator Loss: 1.2429... Generator Loss: 1.1249
98 Epoch 1/1... Discriminator Loss: 1.0410... Generator Loss: 1.2573
99 Epoch 1/1... Discriminator Loss: 1.0795... Generator Loss: 1.2301
100 Epoch 1/1... Discriminator Loss: 1.6118... Generator Loss: 0.8817

101 Epoch 1/1... Discriminator Loss: 0.9423... Generator Loss: 1.4231
102 Epoch 1/1... Discriminator Loss: 1.0003... Generator Loss: 1.4463
103 Epoch 1/1... Discriminator Loss: 0.8863... Generator Loss: 1.4047
104 Epoch 1/1... Discriminator Loss: 1.0781... Generator Loss: 1.2858
105 Epoch 1/1... Discriminator Loss: 0.9896... Generator Loss: 1.3965
106 Epoch 1/1... Discriminator Loss: 0.9875... Generator Loss: 1.4849
107 Epoch 1/1... Discriminator Loss: 1.0178... Generator Loss: 1.3370
108 Epoch 1/1... Discriminator Loss: 0.9390... Generator Loss: 1.4980
109 Epoch 1/1... Discriminator Loss: 0.9763... Generator Loss: 1.6073
110 Epoch 1/1... Discriminator Loss: 0.9419... Generator Loss: 1.6136
111 Epoch 1/1... Discriminator Loss: 1.2458... Generator Loss: 1.3610
112 Epoch 1/1... Discriminator Loss: 0.8139... Generator Loss: 1.6299
113 Epoch 1/1... Discriminator Loss: 0.7085... Generator Loss: 1.8813
114 Epoch 1/1... Discriminator Loss: 1.0991... Generator Loss: 1.6053
115 Epoch 1/1... Discriminator Loss: 1.0331... Generator Loss: 1.4428
116 Epoch 1/1... Discriminator Loss: 0.7976... Generator Loss: 1.7753
117 Epoch 1/1... Discriminator Loss: 1.0830... Generator Loss: 1.6646
118 Epoch 1/1... Discriminator Loss: 1.0699... Generator Loss: 1.4625
119 Epoch 1/1... Discriminator Loss: 0.7640... Generator Loss: 1.6093
120 Epoch 1/1... Discriminator Loss: 0.8041... Generator Loss: 1.6198
121 Epoch 1/1... Discriminator Loss: 0.8946... Generator Loss: 1.5093
122 Epoch 1/1... Discriminator Loss: 0.8179... Generator Loss: 1.4540
123 Epoch 1/1... Discriminator Loss: 1.1297... Generator Loss: 1.0286
124 Epoch 1/1... Discriminator Loss: 1.2587... Generator Loss: 1.0029
125 Epoch 1/1... Discriminator Loss: 0.9702... Generator Loss: 1.2452
126 Epoch 1/1... Discriminator Loss: 0.9020... Generator Loss: 1.4797
127 Epoch 1/1... Discriminator Loss: 0.8067... Generator Loss: 1.6059
128 Epoch 1/1... Discriminator Loss: 0.7702... Generator Loss: 1.8616
129 Epoch 1/1... Discriminator Loss: 0.6489... Generator Loss: 1.8662
130 Epoch 1/1... Discriminator Loss: 0.8969... Generator Loss: 1.6162
131 Epoch 1/1... Discriminator Loss: 0.8763... Generator Loss: 1.4864
132 Epoch 1/1... Discriminator Loss: 0.8584... Generator Loss: 1.5488
133 Epoch 1/1... Discriminator Loss: 0.8609... Generator Loss: 1.7673
134 Epoch 1/1... Discriminator Loss: 0.7595... Generator Loss: 1.8370
135 Epoch 1/1... Discriminator Loss: 0.9691... Generator Loss: 1.4556
136 Epoch 1/1... Discriminator Loss: 0.7244... Generator Loss: 1.7263
137 Epoch 1/1... Discriminator Loss: 0.8952... Generator Loss: 1.7103
138 Epoch 1/1... Discriminator Loss: 0.7805... Generator Loss: 1.5870
139 Epoch 1/1... Discriminator Loss: 0.9742... Generator Loss: 1.4812
140 Epoch 1/1... Discriminator Loss: 0.7904... Generator Loss: 1.6113
141 Epoch 1/1... Discriminator Loss: 1.3349... Generator Loss: 1.2426
142 Epoch 1/1... Discriminator Loss: 1.3064... Generator Loss: 1.3110
143 Epoch 1/1... Discriminator Loss: 1.1137... Generator Loss: 1.4400
144 Epoch 1/1... Discriminator Loss: 1.1857... Generator Loss: 1.3575
145 Epoch 1/1... Discriminator Loss: 0.9138... Generator Loss: 1.5453
146 Epoch 1/1... Discriminator Loss: 1.3669... Generator Loss: 1.3322
147 Epoch 1/1... Discriminator Loss: 1.0111... Generator Loss: 1.5171
148 Epoch 1/1... Discriminator Loss: 1.0147... Generator Loss: 1.4773
149 Epoch 1/1... Discriminator Loss: 1.0147... Generator Loss: 1.4563
150 Epoch 1/1... Discriminator Loss: 0.8384... Generator Loss: 1.6823
151 Epoch 1/1... Discriminator Loss: 1.0319... Generator Loss: 1.2821
152 Epoch 1/1... Discriminator Loss: 0.9439... Generator Loss: 1.2652
153 Epoch 1/1... Discriminator Loss: 1.1530... Generator Loss: 1.3845
154 Epoch 1/1... Discriminator Loss: 0.8745... Generator Loss: 1.6629
155 Epoch 1/1... Discriminator Loss: 0.8435... Generator Loss: 1.6463
156 Epoch 1/1... Discriminator Loss: 0.9922... Generator Loss: 1.3592
157 Epoch 1/1... Discriminator Loss: 0.8133... Generator Loss: 1.7334
158 Epoch 1/1... Discriminator Loss: 0.7683... Generator Loss: 1.8951
159 Epoch 1/1... Discriminator Loss: 0.7730... Generator Loss: 1.7654
160 Epoch 1/1... Discriminator Loss: 0.7568... Generator Loss: 1.8898
161 Epoch 1/1... Discriminator Loss: 0.5928... Generator Loss: 2.2369
162 Epoch 1/1... Discriminator Loss: 0.7482... Generator Loss: 1.9529
163 Epoch 1/1... Discriminator Loss: 0.9418... Generator Loss: 1.5863
164 Epoch 1/1... Discriminator Loss: 0.8859... Generator Loss: 1.5448
165 Epoch 1/1... Discriminator Loss: 0.6787... Generator Loss: 1.9687
166 Epoch 1/1... Discriminator Loss: 1.0370... Generator Loss: 1.6792
167 Epoch 1/1... Discriminator Loss: 0.7524... Generator Loss: 1.5275
168 Epoch 1/1... Discriminator Loss: 0.8074... Generator Loss: 1.5714
169 Epoch 1/1... Discriminator Loss: 1.0647... Generator Loss: 1.2688
170 Epoch 1/1... Discriminator Loss: 1.0170... Generator Loss: 1.1611
171 Epoch 1/1... Discriminator Loss: 1.0860... Generator Loss: 1.2805
172 Epoch 1/1... Discriminator Loss: 1.1410... Generator Loss: 1.1390
173 Epoch 1/1... Discriminator Loss: 0.7434... Generator Loss: 1.7582
174 Epoch 1/1... Discriminator Loss: 0.9518... Generator Loss: 1.6426
175 Epoch 1/1... Discriminator Loss: 1.1770... Generator Loss: 1.4541
176 Epoch 1/1... Discriminator Loss: 0.7708... Generator Loss: 1.7490
177 Epoch 1/1... Discriminator Loss: 0.6093... Generator Loss: 2.1132
178 Epoch 1/1... Discriminator Loss: 0.7326... Generator Loss: 2.1182
179 Epoch 1/1... Discriminator Loss: 0.7800... Generator Loss: 1.7623
180 Epoch 1/1... Discriminator Loss: 0.6820... Generator Loss: 1.8035
181 Epoch 1/1... Discriminator Loss: 0.6025... Generator Loss: 2.0744
182 Epoch 1/1... Discriminator Loss: 0.6791... Generator Loss: 1.9824
183 Epoch 1/1... Discriminator Loss: 0.6518... Generator Loss: 1.8647
184 Epoch 1/1... Discriminator Loss: 0.9418... Generator Loss: 1.3811
185 Epoch 1/1... Discriminator Loss: 1.0242... Generator Loss: 1.2802
186 Epoch 1/1... Discriminator Loss: 0.7802... Generator Loss: 1.6874
187 Epoch 1/1... Discriminator Loss: 1.2893... Generator Loss: 1.1988
188 Epoch 1/1... Discriminator Loss: 1.2069... Generator Loss: 0.9632
189 Epoch 1/1... Discriminator Loss: 1.5368... Generator Loss: 1.1301
190 Epoch 1/1... Discriminator Loss: 1.0504... Generator Loss: 1.3740
191 Epoch 1/1... Discriminator Loss: 1.1050... Generator Loss: 1.2904
192 Epoch 1/1... Discriminator Loss: 0.9061... Generator Loss: 1.4777
193 Epoch 1/1... Discriminator Loss: 1.1012... Generator Loss: 1.2957
194 Epoch 1/1... Discriminator Loss: 0.8637... Generator Loss: 1.5168
195 Epoch 1/1... Discriminator Loss: 0.7532... Generator Loss: 1.9187
196 Epoch 1/1... Discriminator Loss: 0.6205... Generator Loss: 2.1760
197 Epoch 1/1... Discriminator Loss: 0.7116... Generator Loss: 1.9426
198 Epoch 1/1... Discriminator Loss: 0.6826... Generator Loss: 1.8704
199 Epoch 1/1... Discriminator Loss: 0.6982... Generator Loss: 1.8786
200 Epoch 1/1... Discriminator Loss: 0.8468... Generator Loss: 1.7193

201 Epoch 1/1... Discriminator Loss: 0.6919... Generator Loss: 1.9057
202 Epoch 1/1... Discriminator Loss: 0.9521... Generator Loss: 1.6697
203 Epoch 1/1... Discriminator Loss: 0.7776... Generator Loss: 1.7917
204 Epoch 1/1... Discriminator Loss: 0.6299... Generator Loss: 1.9767
205 Epoch 1/1... Discriminator Loss: 0.6851... Generator Loss: 2.1084
206 Epoch 1/1... Discriminator Loss: 0.6168... Generator Loss: 2.1170
207 Epoch 1/1... Discriminator Loss: 0.8556... Generator Loss: 1.6854
208 Epoch 1/1... Discriminator Loss: 0.6631... Generator Loss: 1.8471
209 Epoch 1/1... Discriminator Loss: 0.9570... Generator Loss: 1.7541
210 Epoch 1/1... Discriminator Loss: 0.6188... Generator Loss: 1.9941
211 Epoch 1/1... Discriminator Loss: 0.5085... Generator Loss: 2.3289
212 Epoch 1/1... Discriminator Loss: 0.5741... Generator Loss: 2.3308
213 Epoch 1/1... Discriminator Loss: 0.5214... Generator Loss: 2.3725
214 Epoch 1/1... Discriminator Loss: 0.5680... Generator Loss: 2.3763
215 Epoch 1/1... Discriminator Loss: 0.5422... Generator Loss: 2.3336
216 Epoch 1/1... Discriminator Loss: 0.5133... Generator Loss: 2.3753
217 Epoch 1/1... Discriminator Loss: 0.5613... Generator Loss: 2.2746
218 Epoch 1/1... Discriminator Loss: 0.7532... Generator Loss: 1.9370
219 Epoch 1/1... Discriminator Loss: 0.7266... Generator Loss: 1.6493
220 Epoch 1/1... Discriminator Loss: 0.5810... Generator Loss: 2.0527
221 Epoch 1/1... Discriminator Loss: 0.5767... Generator Loss: 2.3890
222 Epoch 1/1... Discriminator Loss: 0.5806... Generator Loss: 2.2163
223 Epoch 1/1... Discriminator Loss: 0.5046... Generator Loss: 2.2407
224 Epoch 1/1... Discriminator Loss: 0.6815... Generator Loss: 1.8602
225 Epoch 1/1... Discriminator Loss: 0.5922... Generator Loss: 2.1068
226 Epoch 1/1... Discriminator Loss: 0.6821... Generator Loss: 2.0319
227 Epoch 1/1... Discriminator Loss: 0.5754... Generator Loss: 2.1258
228 Epoch 1/1... Discriminator Loss: 0.6960... Generator Loss: 1.9597
229 Epoch 1/1... Discriminator Loss: 0.6340... Generator Loss: 1.9449
230 Epoch 1/1... Discriminator Loss: 0.5467... Generator Loss: 2.2774
231 Epoch 1/1... Discriminator Loss: 0.6971... Generator Loss: 2.1027
232 Epoch 1/1... Discriminator Loss: 0.5538... Generator Loss: 2.0964
233 Epoch 1/1... Discriminator Loss: 0.6350... Generator Loss: 2.0838
234 Epoch 1/1... Discriminator Loss: 0.5924... Generator Loss: 2.1568
235 Epoch 1/1... Discriminator Loss: 0.5606... Generator Loss: 2.1696
236 Epoch 1/1... Discriminator Loss: 0.6617... Generator Loss: 1.8937
237 Epoch 1/1... Discriminator Loss: 0.6053... Generator Loss: 1.9916
238 Epoch 1/1... Discriminator Loss: 0.6413... Generator Loss: 1.9729
239 Epoch 1/1... Discriminator Loss: 0.5575... Generator Loss: 2.1444
240 Epoch 1/1... Discriminator Loss: 0.7248... Generator Loss: 1.5374
241 Epoch 1/1... Discriminator Loss: 1.0100... Generator Loss: 0.8710
242 Epoch 1/1... Discriminator Loss: 0.7635... Generator Loss: 1.7754
243 Epoch 1/1... Discriminator Loss: 0.9726... Generator Loss: 1.4874
244 Epoch 1/1... Discriminator Loss: 0.7134... Generator Loss: 1.5504
245 Epoch 1/1... Discriminator Loss: 0.7643... Generator Loss: 1.6868
246 Epoch 1/1... Discriminator Loss: 0.5600... Generator Loss: 2.1480
247 Epoch 1/1... Discriminator Loss: 0.5595... Generator Loss: 2.4129
248 Epoch 1/1... Discriminator Loss: 0.6073... Generator Loss: 2.2575
249 Epoch 1/1... Discriminator Loss: 0.5493... Generator Loss: 2.2871
250 Epoch 1/1... Discriminator Loss: 0.6132... Generator Loss: 2.3493
251 Epoch 1/1... Discriminator Loss: 0.4601... Generator Loss: 2.5761
252 Epoch 1/1... Discriminator Loss: 0.6665... Generator Loss: 2.4013
253 Epoch 1/1... Discriminator Loss: 0.5881... Generator Loss: 2.2368
254 Epoch 1/1... Discriminator Loss: 0.5510... Generator Loss: 2.2495
255 Epoch 1/1... Discriminator Loss: 0.6578... Generator Loss: 2.1580
256 Epoch 1/1... Discriminator Loss: 0.6537... Generator Loss: 2.1300
257 Epoch 1/1... Discriminator Loss: 0.5856... Generator Loss: 2.1666
258 Epoch 1/1... Discriminator Loss: 0.5946... Generator Loss: 2.1709
259 Epoch 1/1... Discriminator Loss: 0.6304... Generator Loss: 2.0764
260 Epoch 1/1... Discriminator Loss: 0.6360... Generator Loss: 1.9829
261 Epoch 1/1... Discriminator Loss: 0.9324... Generator Loss: 1.7509
262 Epoch 1/1... Discriminator Loss: 0.9631... Generator Loss: 1.8492
263 Epoch 1/1... Discriminator Loss: 0.5106... Generator Loss: 2.2852
264 Epoch 1/1... Discriminator Loss: 0.7231... Generator Loss: 2.1004
265 Epoch 1/1... Discriminator Loss: 0.8552... Generator Loss: 1.6725
266 Epoch 1/1... Discriminator Loss: 0.5600... Generator Loss: 1.9574
267 Epoch 1/1... Discriminator Loss: 0.8689... Generator Loss: 1.9516
268 Epoch 1/1... Discriminator Loss: 0.6526... Generator Loss: 1.9779
269 Epoch 1/1... Discriminator Loss: 0.7435... Generator Loss: 2.0656
270 Epoch 1/1... Discriminator Loss: 0.7552... Generator Loss: 1.9831
271 Epoch 1/1... Discriminator Loss: 0.6090... Generator Loss: 2.0662
272 Epoch 1/1... Discriminator Loss: 0.6393... Generator Loss: 2.1510
273 Epoch 1/1... Discriminator Loss: 0.6318... Generator Loss: 2.1561
274 Epoch 1/1... Discriminator Loss: 0.5150... Generator Loss: 2.1733
275 Epoch 1/1... Discriminator Loss: 0.5821... Generator Loss: 2.0962
276 Epoch 1/1... Discriminator Loss: 0.5696... Generator Loss: 2.1111
277 Epoch 1/1... Discriminator Loss: 0.6034... Generator Loss: 2.1903
278 Epoch 1/1... Discriminator Loss: 0.6445... Generator Loss: 2.1522
279 Epoch 1/1... Discriminator Loss: 0.6664... Generator Loss: 2.0995
280 Epoch 1/1... Discriminator Loss: 0.5721... Generator Loss: 2.2475
281 Epoch 1/1... Discriminator Loss: 0.6767... Generator Loss: 2.2033
282 Epoch 1/1... Discriminator Loss: 0.5202... Generator Loss: 2.3107
283 Epoch 1/1... Discriminator Loss: 0.7662... Generator Loss: 2.1757
284 Epoch 1/1... Discriminator Loss: 0.5867... Generator Loss: 2.0847
285 Epoch 1/1... Discriminator Loss: 0.7642... Generator Loss: 1.8872
286 Epoch 1/1... Discriminator Loss: 0.6911... Generator Loss: 1.8570
287 Epoch 1/1... Discriminator Loss: 0.7567... Generator Loss: 1.7606
288 Epoch 1/1... Discriminator Loss: 0.7451... Generator Loss: 1.5569
289 Epoch 1/1... Discriminator Loss: 0.5816... Generator Loss: 1.9253
290 Epoch 1/1... Discriminator Loss: 0.8837... Generator Loss: 1.9342
291 Epoch 1/1... Discriminator Loss: 0.8524... Generator Loss: 1.8374
292 Epoch 1/1... Discriminator Loss: 0.5757... Generator Loss: 2.1192
293 Epoch 1/1... Discriminator Loss: 0.6581... Generator Loss: 2.0338
294 Epoch 1/1... Discriminator Loss: 0.5878... Generator Loss: 2.0612
295 Epoch 1/1... Discriminator Loss: 0.7931... Generator Loss: 1.9565
296 Epoch 1/1... Discriminator Loss: 0.6099... Generator Loss: 2.0847
297 Epoch 1/1... Discriminator Loss: 0.5927... Generator Loss: 2.1495
298 Epoch 1/1... Discriminator Loss: 0.7688... Generator Loss: 2.1978
299 Epoch 1/1... Discriminator Loss: 0.5942... Generator Loss: 2.2942
300 Epoch 1/1... Discriminator Loss: 0.6131... Generator Loss: 2.3396

301 Epoch 1/1... Discriminator Loss: 0.5744... Generator Loss: 2.2490
302 Epoch 1/1... Discriminator Loss: 0.6237... Generator Loss: 2.1318
303 Epoch 1/1... Discriminator Loss: 0.5139... Generator Loss: 2.4599
304 Epoch 1/1... Discriminator Loss: 0.5455... Generator Loss: 2.4262
305 Epoch 1/1... Discriminator Loss: 0.5619... Generator Loss: 2.4371
306 Epoch 1/1... Discriminator Loss: 0.5781... Generator Loss: 2.3588
307 Epoch 1/1... Discriminator Loss: 0.6131... Generator Loss: 2.0662
308 Epoch 1/1... Discriminator Loss: 0.5981... Generator Loss: 2.0521
309 Epoch 1/1... Discriminator Loss: 0.6994... Generator Loss: 1.8779
310 Epoch 1/1... Discriminator Loss: 0.6547... Generator Loss: 1.7943
311 Epoch 1/1... Discriminator Loss: 0.6090... Generator Loss: 2.0075
312 Epoch 1/1... Discriminator Loss: 0.7330... Generator Loss: 1.9734
313 Epoch 1/1... Discriminator Loss: 0.6000... Generator Loss: 1.9956
314 Epoch 1/1... Discriminator Loss: 0.6352... Generator Loss: 1.9174
315 Epoch 1/1... Discriminator Loss: 0.6228... Generator Loss: 1.9445
316 Epoch 1/1... Discriminator Loss: 0.7301... Generator Loss: 1.9684
317 Epoch 1/1... Discriminator Loss: 0.6324... Generator Loss: 2.0580
318 Epoch 1/1... Discriminator Loss: 0.6090... Generator Loss: 2.1355
319 Epoch 1/1... Discriminator Loss: 0.5825... Generator Loss: 2.0834
320 Epoch 1/1... Discriminator Loss: 0.5658... Generator Loss: 2.1217
321 Epoch 1/1... Discriminator Loss: 0.4904... Generator Loss: 2.3869
322 Epoch 1/1... Discriminator Loss: 0.6040... Generator Loss: 2.1486
323 Epoch 1/1... Discriminator Loss: 0.5765... Generator Loss: 2.0641
324 Epoch 1/1... Discriminator Loss: 0.4830... Generator Loss: 2.3647
325 Epoch 1/1... Discriminator Loss: 0.5019... Generator Loss: 2.4492
326 Epoch 1/1... Discriminator Loss: 0.4860... Generator Loss: 2.3437
327 Epoch 1/1... Discriminator Loss: 0.5665... Generator Loss: 2.0063
328 Epoch 1/1... Discriminator Loss: 0.5811... Generator Loss: 2.0972
329 Epoch 1/1... Discriminator Loss: 0.6902... Generator Loss: 1.9813
330 Epoch 1/1... Discriminator Loss: 0.5252... Generator Loss: 2.1979
331 Epoch 1/1... Discriminator Loss: 0.4515... Generator Loss: 2.5723
332 Epoch 1/1... Discriminator Loss: 0.4517... Generator Loss: 2.6965
333 Epoch 1/1... Discriminator Loss: 0.6460... Generator Loss: 1.9375
334 Epoch 1/1... Discriminator Loss: 0.5962... Generator Loss: 1.7493
335 Epoch 1/1... Discriminator Loss: 0.5307... Generator Loss: 2.2088
336 Epoch 1/1... Discriminator Loss: 0.4901... Generator Loss: 2.5146
337 Epoch 1/1... Discriminator Loss: 0.6251... Generator Loss: 2.0930
338 Epoch 1/1... Discriminator Loss: 0.5864... Generator Loss: 1.9204
339 Epoch 1/1... Discriminator Loss: 0.5422... Generator Loss: 2.1345
340 Epoch 1/1... Discriminator Loss: 0.4914... Generator Loss: 2.5074
341 Epoch 1/1... Discriminator Loss: 0.5281... Generator Loss: 2.4286
342 Epoch 1/1... Discriminator Loss: 0.5137... Generator Loss: 2.3829
343 Epoch 1/1... Discriminator Loss: 0.5526... Generator Loss: 2.2888
344 Epoch 1/1... Discriminator Loss: 0.5172... Generator Loss: 2.3856
345 Epoch 1/1... Discriminator Loss: 0.5004... Generator Loss: 2.4923
346 Epoch 1/1... Discriminator Loss: 0.5790... Generator Loss: 2.1144
347 Epoch 1/1... Discriminator Loss: 0.4909... Generator Loss: 2.2979
348 Epoch 1/1... Discriminator Loss: 0.4785... Generator Loss: 2.5417
349 Epoch 1/1... Discriminator Loss: 0.5063... Generator Loss: 2.4734
350 Epoch 1/1... Discriminator Loss: 0.6651... Generator Loss: 1.8319
351 Epoch 1/1... Discriminator Loss: 0.7436... Generator Loss: 1.5118
352 Epoch 1/1... Discriminator Loss: 0.6416... Generator Loss: 1.8186
353 Epoch 1/1... Discriminator Loss: 0.7501... Generator Loss: 1.6745
354 Epoch 1/1... Discriminator Loss: 0.6132... Generator Loss: 1.9132
355 Epoch 1/1... Discriminator Loss: 0.6960... Generator Loss: 2.0579
356 Epoch 1/1... Discriminator Loss: 0.9288... Generator Loss: 1.6991
357 Epoch 1/1... Discriminator Loss: 0.5424... Generator Loss: 2.1581
358 Epoch 1/1... Discriminator Loss: 0.7742... Generator Loss: 1.7690
359 Epoch 1/1... Discriminator Loss: 0.5326... Generator Loss: 2.3065
360 Epoch 1/1... Discriminator Loss: 0.5295... Generator Loss: 2.7615
361 Epoch 1/1... Discriminator Loss: 0.5134... Generator Loss: 2.7865
362 Epoch 1/1... Discriminator Loss: 0.5322... Generator Loss: 2.3387
363 Epoch 1/1... Discriminator Loss: 0.5444... Generator Loss: 2.2175
364 Epoch 1/1... Discriminator Loss: 0.5256... Generator Loss: 2.2654
365 Epoch 1/1... Discriminator Loss: 0.6172... Generator Loss: 2.1249
366 Epoch 1/1... Discriminator Loss: 0.6936... Generator Loss: 2.1493
367 Epoch 1/1... Discriminator Loss: 0.5428... Generator Loss: 2.5027
368 Epoch 1/1... Discriminator Loss: 0.4934... Generator Loss: 2.6613
369 Epoch 1/1... Discriminator Loss: 0.6432... Generator Loss: 2.3893
370 Epoch 1/1... Discriminator Loss: 0.4721... Generator Loss: 2.2799
371 Epoch 1/1... Discriminator Loss: 0.5423... Generator Loss: 2.2767
372 Epoch 1/1... Discriminator Loss: 0.6560... Generator Loss: 2.1518
373 Epoch 1/1... Discriminator Loss: 0.5186... Generator Loss: 2.2289
374 Epoch 1/1... Discriminator Loss: 0.5820... Generator Loss: 2.3058
375 Epoch 1/1... Discriminator Loss: 0.5338... Generator Loss: 2.3838
376 Epoch 1/1... Discriminator Loss: 0.6170... Generator Loss: 2.2366
377 Epoch 1/1... Discriminator Loss: 0.5086... Generator Loss: 2.2315
378 Epoch 1/1... Discriminator Loss: 0.6064... Generator Loss: 2.2631
379 Epoch 1/1... Discriminator Loss: 0.6120... Generator Loss: 2.2978
380 Epoch 1/1... Discriminator Loss: 0.6744... Generator Loss: 2.2147
381 Epoch 1/1... Discriminator Loss: 0.4933... Generator Loss: 2.4904
382 Epoch 1/1... Discriminator Loss: 0.5856... Generator Loss: 2.5550
383 Epoch 1/1... Discriminator Loss: 0.4549... Generator Loss: 2.7196
384 Epoch 1/1... Discriminator Loss: 0.4728... Generator Loss: 2.7999
385 Epoch 1/1... Discriminator Loss: 0.4842... Generator Loss: 2.6829
386 Epoch 1/1... Discriminator Loss: 0.6512... Generator Loss: 2.3188
387 Epoch 1/1... Discriminator Loss: 0.5812... Generator Loss: 2.2146
388 Epoch 1/1... Discriminator Loss: 0.7592... Generator Loss: 1.9923
389 Epoch 1/1... Discriminator Loss: 0.5069... Generator Loss: 2.2779
390 Epoch 1/1... Discriminator Loss: 0.5932... Generator Loss: 2.1314
391 Epoch 1/1... Discriminator Loss: 0.5425... Generator Loss: 1.9746
392 Epoch 1/1... Discriminator Loss: 0.6135... Generator Loss: 1.8479
393 Epoch 1/1... Discriminator Loss: 0.5728... Generator Loss: 1.9506
394 Epoch 1/1... Discriminator Loss: 0.6651... Generator Loss: 2.4515
395 Epoch 1/1... Discriminator Loss: 0.6192... Generator Loss: 2.7679
396 Epoch 1/1... Discriminator Loss: 0.4708... Generator Loss: 2.8054
397 Epoch 1/1... Discriminator Loss: 0.5236... Generator Loss: 2.6880
398 Epoch 1/1... Discriminator Loss: 0.4780... Generator Loss: 2.6239
399 Epoch 1/1... Discriminator Loss: 0.4464... Generator Loss: 2.7208
400 Epoch 1/1... Discriminator Loss: 0.4355... Generator Loss: 2.8608

401 Epoch 1/1... Discriminator Loss: 0.4732... Generator Loss: 2.9264
402 Epoch 1/1... Discriminator Loss: 0.4209... Generator Loss: 2.9804
403 Epoch 1/1... Discriminator Loss: 0.4918... Generator Loss: 2.9155
404 Epoch 1/1... Discriminator Loss: 0.4785... Generator Loss: 2.8002
405 Epoch 1/1... Discriminator Loss: 0.5052... Generator Loss: 2.6534
406 Epoch 1/1... Discriminator Loss: 0.4478... Generator Loss: 2.7077
407 Epoch 1/1... Discriminator Loss: 0.4464... Generator Loss: 2.8660
408 Epoch 1/1... Discriminator Loss: 0.5735... Generator Loss: 2.7425
409 Epoch 1/1... Discriminator Loss: 0.4410... Generator Loss: 2.8007
410 Epoch 1/1... Discriminator Loss: 0.5103... Generator Loss: 2.8175
411 Epoch 1/1... Discriminator Loss: 0.4265... Generator Loss: 2.8604
412 Epoch 1/1... Discriminator Loss: 0.5047... Generator Loss: 2.7900
413 Epoch 1/1... Discriminator Loss: 0.5354... Generator Loss: 2.6297
414 Epoch 1/1... Discriminator Loss: 0.4474... Generator Loss: 2.6475
415 Epoch 1/1... Discriminator Loss: 0.4961... Generator Loss: 2.6725
416 Epoch 1/1... Discriminator Loss: 0.4742... Generator Loss: 2.5882
417 Epoch 1/1... Discriminator Loss: 0.4827... Generator Loss: 2.5697
418 Epoch 1/1... Discriminator Loss: 0.4780... Generator Loss: 2.7479
419 Epoch 1/1... Discriminator Loss: 0.5384... Generator Loss: 2.8058
420 Epoch 1/1... Discriminator Loss: 0.4651... Generator Loss: 2.9012
421 Epoch 1/1... Discriminator Loss: 0.4589... Generator Loss: 3.0011
422 Epoch 1/1... Discriminator Loss: 0.5595... Generator Loss: 2.8950
423 Epoch 1/1... Discriminator Loss: 0.5091... Generator Loss: 2.9076
424 Epoch 1/1... Discriminator Loss: 0.5262... Generator Loss: 2.7920
425 Epoch 1/1... Discriminator Loss: 0.4379... Generator Loss: 3.0105
426 Epoch 1/1... Discriminator Loss: 0.4253... Generator Loss: 2.8075
427 Epoch 1/1... Discriminator Loss: 0.4167... Generator Loss: 2.8786
428 Epoch 1/1... Discriminator Loss: 0.5015... Generator Loss: 3.0699
429 Epoch 1/1... Discriminator Loss: 0.4130... Generator Loss: 3.0197
430 Epoch 1/1... Discriminator Loss: 0.4174... Generator Loss: 3.2294
431 Epoch 1/1... Discriminator Loss: 0.4442... Generator Loss: 2.7866
432 Epoch 1/1... Discriminator Loss: 0.4750... Generator Loss: 2.5063
433 Epoch 1/1... Discriminator Loss: 0.4168... Generator Loss: 2.8443
434 Epoch 1/1... Discriminator Loss: 0.4434... Generator Loss: 3.2039
435 Epoch 1/1... Discriminator Loss: 0.5223... Generator Loss: 2.1260
436 Epoch 1/1... Discriminator Loss: 0.4087... Generator Loss: 2.8719
437 Epoch 1/1... Discriminator Loss: 0.3883... Generator Loss: 3.1384
438 Epoch 1/1... Discriminator Loss: 0.4404... Generator Loss: 3.1299
439 Epoch 1/1... Discriminator Loss: 0.4235... Generator Loss: 2.9811
440 Epoch 1/1... Discriminator Loss: 0.4882... Generator Loss: 2.8599
441 Epoch 1/1... Discriminator Loss: 0.4012... Generator Loss: 3.0096
442 Epoch 1/1... Discriminator Loss: 0.4003... Generator Loss: 3.1290
443 Epoch 1/1... Discriminator Loss: 0.4114... Generator Loss: 3.0210
444 Epoch 1/1... Discriminator Loss: 0.4157... Generator Loss: 3.0671
445 Epoch 1/1... Discriminator Loss: 0.3799... Generator Loss: 3.3655
446 Epoch 1/1... Discriminator Loss: 0.5009... Generator Loss: 2.9940
447 Epoch 1/1... Discriminator Loss: 0.4106... Generator Loss: 2.9084
448 Epoch 1/1... Discriminator Loss: 0.3843... Generator Loss: 3.1709
449 Epoch 1/1... Discriminator Loss: 0.4466... Generator Loss: 3.1247
450 Epoch 1/1... Discriminator Loss: 0.3959... Generator Loss: 3.0836
451 Epoch 1/1... Discriminator Loss: 0.4052... Generator Loss: 3.1096
452 Epoch 1/1... Discriminator Loss: 0.4152... Generator Loss: 3.1952
453 Epoch 1/1... Discriminator Loss: 0.3896... Generator Loss: 3.2026
454 Epoch 1/1... Discriminator Loss: 0.3842... Generator Loss: 3.3201
455 Epoch 1/1... Discriminator Loss: 0.4027... Generator Loss: 3.4251
456 Epoch 1/1... Discriminator Loss: 0.3939... Generator Loss: 3.1896
457 Epoch 1/1... Discriminator Loss: 0.3842... Generator Loss: 3.1446
458 Epoch 1/1... Discriminator Loss: 0.4295... Generator Loss: 3.2454
459 Epoch 1/1... Discriminator Loss: 0.3797... Generator Loss: 3.2297
460 Epoch 1/1... Discriminator Loss: 0.4037... Generator Loss: 2.9908
461 Epoch 1/1... Discriminator Loss: 0.3850... Generator Loss: 3.2183
462 Epoch 1/1... Discriminator Loss: 0.4195... Generator Loss: 3.3184
463 Epoch 1/1... Discriminator Loss: 0.4267... Generator Loss: 3.1413
464 Epoch 1/1... Discriminator Loss: 0.3982... Generator Loss: 3.1940
465 Epoch 1/1... Discriminator Loss: 0.3945... Generator Loss: 3.3051
466 Epoch 1/1... Discriminator Loss: 0.3902... Generator Loss: 3.4819
467 Epoch 1/1... Discriminator Loss: 0.3993... Generator Loss: 3.3339
468 Epoch 1/1... Discriminator Loss: 0.3836... Generator Loss: 3.3761
469 Epoch 1/1... Discriminator Loss: 0.3954... Generator Loss: 3.4179
470 Epoch 1/1... Discriminator Loss: 0.3725... Generator Loss: 3.4867
471 Epoch 1/1... Discriminator Loss: 0.3763... Generator Loss: 3.4776
472 Epoch 1/1... Discriminator Loss: 0.4673... Generator Loss: 3.2570
473 Epoch 1/1... Discriminator Loss: 0.3882... Generator Loss: 3.3205
474 Epoch 1/1... Discriminator Loss: 0.3750... Generator Loss: 3.3401
475 Epoch 1/1... Discriminator Loss: 0.3825... Generator Loss: 3.3046
476 Epoch 1/1... Discriminator Loss: 0.3869... Generator Loss: 3.5101
477 Epoch 1/1... Discriminator Loss: 0.3818... Generator Loss: 3.3514
478 Epoch 1/1... Discriminator Loss: 0.4297... Generator Loss: 3.0096
479 Epoch 1/1... Discriminator Loss: 0.4010... Generator Loss: 2.9679
480 Epoch 1/1... Discriminator Loss: 0.4084... Generator Loss: 3.0079
481 Epoch 1/1... Discriminator Loss: 0.4486... Generator Loss: 2.9921
482 Epoch 1/1... Discriminator Loss: 0.4357... Generator Loss: 3.1434
483 Epoch 1/1... Discriminator Loss: 0.5001... Generator Loss: 2.8142
484 Epoch 1/1... Discriminator Loss: 0.4054... Generator Loss: 3.1308
485 Epoch 1/1... Discriminator Loss: 0.3678... Generator Loss: 3.4879
486 Epoch 1/1... Discriminator Loss: 0.3717... Generator Loss: 3.4792
487 Epoch 1/1... Discriminator Loss: 0.3966... Generator Loss: 3.2874
488 Epoch 1/1... Discriminator Loss: 0.3753... Generator Loss: 3.1928
489 Epoch 1/1... Discriminator Loss: 0.4249... Generator Loss: 2.9552
490 Epoch 1/1... Discriminator Loss: 0.4006... Generator Loss: 2.8992
491 Epoch 1/1... Discriminator Loss: 0.4241... Generator Loss: 2.6691
492 Epoch 1/1... Discriminator Loss: 0.4287... Generator Loss: 2.5610
493 Epoch 1/1... Discriminator Loss: 0.5109... Generator Loss: 2.0494
494 Epoch 1/1... Discriminator Loss: 0.5486... Generator Loss: 1.9674
495 Epoch 1/1... Discriminator Loss: 0.5622... Generator Loss: 2.1019
496 Epoch 1/1... Discriminator Loss: 0.5711... Generator Loss: 2.0886
497 Epoch 1/1... Discriminator Loss: 0.4936... Generator Loss: 2.3001
498 Epoch 1/1... Discriminator Loss: 0.5979... Generator Loss: 2.0338
499 Epoch 1/1... Discriminator Loss: 0.5621... Generator Loss: 2.0401
500 Epoch 1/1... Discriminator Loss: 0.5250... Generator Loss: 2.3523

501 Epoch 1/1... Discriminator Loss: 0.4726... Generator Loss: 2.5322
502 Epoch 1/1... Discriminator Loss: 0.5483... Generator Loss: 2.2639
503 Epoch 1/1... Discriminator Loss: 0.6240... Generator Loss: 1.8159
504 Epoch 1/1... Discriminator Loss: 0.4506... Generator Loss: 2.6138
505 Epoch 1/1... Discriminator Loss: 0.5286... Generator Loss: 2.5726
506 Epoch 1/1... Discriminator Loss: 0.4756... Generator Loss: 2.6054
507 Epoch 1/1... Discriminator Loss: 0.5681... Generator Loss: 2.2829
508 Epoch 1/1... Discriminator Loss: 0.4655... Generator Loss: 2.4882
509 Epoch 1/1... Discriminator Loss: 0.5229... Generator Loss: 2.3531
510 Epoch 1/1... Discriminator Loss: 0.5839... Generator Loss: 2.2738
511 Epoch 1/1... Discriminator Loss: 0.4534... Generator Loss: 2.8006
512 Epoch 1/1... Discriminator Loss: 0.5143... Generator Loss: 2.9005
513 Epoch 1/1... Discriminator Loss: 0.4499... Generator Loss: 2.8456
514 Epoch 1/1... Discriminator Loss: 0.4004... Generator Loss: 3.1436
515 Epoch 1/1... Discriminator Loss: 0.4480... Generator Loss: 2.9883
516 Epoch 1/1... Discriminator Loss: 0.4596... Generator Loss: 2.7470
517 Epoch 1/1... Discriminator Loss: 0.4692... Generator Loss: 2.5754
518 Epoch 1/1... Discriminator Loss: 0.4381... Generator Loss: 2.6970
519 Epoch 1/1... Discriminator Loss: 0.6472... Generator Loss: 1.8068
520 Epoch 1/1... Discriminator Loss: 0.4651... Generator Loss: 2.3333
521 Epoch 1/1... Discriminator Loss: 0.4880... Generator Loss: 2.6351
522 Epoch 1/1... Discriminator Loss: 0.4599... Generator Loss: 2.6484
523 Epoch 1/1... Discriminator Loss: 0.6155... Generator Loss: 1.8497
524 Epoch 1/1... Discriminator Loss: 0.4820... Generator Loss: 2.2813
525 Epoch 1/1... Discriminator Loss: 0.6628... Generator Loss: 2.0849
526 Epoch 1/1... Discriminator Loss: 0.6134... Generator Loss: 1.7776
527 Epoch 1/1... Discriminator Loss: 0.5726... Generator Loss: 2.1272
528 Epoch 1/1... Discriminator Loss: 0.3952... Generator Loss: 3.1927
529 Epoch 1/1... Discriminator Loss: 0.4651... Generator Loss: 3.2845
530 Epoch 1/1... Discriminator Loss: 0.4459... Generator Loss: 2.9783
531 Epoch 1/1... Discriminator Loss: 0.4844... Generator Loss: 2.6719
532 Epoch 1/1... Discriminator Loss: 0.4540... Generator Loss: 2.8209
533 Epoch 1/1... Discriminator Loss: 0.4608... Generator Loss: 2.9369
534 Epoch 1/1... Discriminator Loss: 0.4488... Generator Loss: 3.0133
535 Epoch 1/1... Discriminator Loss: 0.4667... Generator Loss: 2.8953
536 Epoch 1/1... Discriminator Loss: 0.4116... Generator Loss: 3.0483
537 Epoch 1/1... Discriminator Loss: 0.4738... Generator Loss: 2.8185
538 Epoch 1/1... Discriminator Loss: 0.4165... Generator Loss: 3.0830
539 Epoch 1/1... Discriminator Loss: 0.4459... Generator Loss: 2.9899
540 Epoch 1/1... Discriminator Loss: 0.4660... Generator Loss: 2.8611
541 Epoch 1/1... Discriminator Loss: 0.4658... Generator Loss: 2.9423
542 Epoch 1/1... Discriminator Loss: 0.4031... Generator Loss: 3.3440
543 Epoch 1/1... Discriminator Loss: 0.4136... Generator Loss: 3.6313
544 Epoch 1/1... Discriminator Loss: 0.3826... Generator Loss: 3.8642
545 Epoch 1/1... Discriminator Loss: 0.3833... Generator Loss: 3.8096
546 Epoch 1/1... Discriminator Loss: 0.3808... Generator Loss: 3.7590
547 Epoch 1/1... Discriminator Loss: 0.4281... Generator Loss: 3.2936
548 Epoch 1/1... Discriminator Loss: 0.4353... Generator Loss: 2.9865
549 Epoch 1/1... Discriminator Loss: 0.3899... Generator Loss: 3.1561
550 Epoch 1/1... Discriminator Loss: 0.3968... Generator Loss: 3.4070
551 Epoch 1/1... Discriminator Loss: 0.4439... Generator Loss: 3.2604
552 Epoch 1/1... Discriminator Loss: 0.3867... Generator Loss: 3.3514
553 Epoch 1/1... Discriminator Loss: 0.4068... Generator Loss: 3.3804
554 Epoch 1/1... Discriminator Loss: 0.3889... Generator Loss: 3.3693
555 Epoch 1/1... Discriminator Loss: 0.3800... Generator Loss: 3.5163
556 Epoch 1/1... Discriminator Loss: 0.4036... Generator Loss: 3.4137
557 Epoch 1/1... Discriminator Loss: 0.4000... Generator Loss: 3.2721
558 Epoch 1/1... Discriminator Loss: 0.3959... Generator Loss: 3.2496
559 Epoch 1/1... Discriminator Loss: 0.4213... Generator Loss: 3.0727
560 Epoch 1/1... Discriminator Loss: 0.4361... Generator Loss: 2.8346
561 Epoch 1/1... Discriminator Loss: 0.3958... Generator Loss: 3.0502
562 Epoch 1/1... Discriminator Loss: 0.4193... Generator Loss: 3.0735
563 Epoch 1/1... Discriminator Loss: 0.4078... Generator Loss: 3.2072
564 Epoch 1/1... Discriminator Loss: 0.3879... Generator Loss: 3.4945
565 Epoch 1/1... Discriminator Loss: 0.3648... Generator Loss: 3.8208
566 Epoch 1/1... Discriminator Loss: 0.3931... Generator Loss: 3.7693
567 Epoch 1/1... Discriminator Loss: 0.3893... Generator Loss: 3.5663
568 Epoch 1/1... Discriminator Loss: 0.3861... Generator Loss: 3.5102
569 Epoch 1/1... Discriminator Loss: 0.3755... Generator Loss: 3.5380
570 Epoch 1/1... Discriminator Loss: 0.4132... Generator Loss: 3.3757
571 Epoch 1/1... Discriminator Loss: 0.4781... Generator Loss: 2.5866
572 Epoch 1/1... Discriminator Loss: 0.4309... Generator Loss: 2.7983
573 Epoch 1/1... Discriminator Loss: 0.3832... Generator Loss: 3.2717
574 Epoch 1/1... Discriminator Loss: 0.3724... Generator Loss: 3.6827
575 Epoch 1/1... Discriminator Loss: 0.3665... Generator Loss: 3.7875
576 Epoch 1/1... Discriminator Loss: 0.4384... Generator Loss: 3.2266
577 Epoch 1/1... Discriminator Loss: 0.4154... Generator Loss: 2.9481
578 Epoch 1/1... Discriminator Loss: 0.3949... Generator Loss: 2.9304
579 Epoch 1/1... Discriminator Loss: 0.5274... Generator Loss: 2.4676
580 Epoch 1/1... Discriminator Loss: 0.4467... Generator Loss: 2.5156
581 Epoch 1/1... Discriminator Loss: 0.3995... Generator Loss: 3.0417
582 Epoch 1/1... Discriminator Loss: 0.4276... Generator Loss: 3.1465
583 Epoch 1/1... Discriminator Loss: 0.3780... Generator Loss: 3.3918
584 Epoch 1/1... Discriminator Loss: 0.4052... Generator Loss: 3.2451
585 Epoch 1/1... Discriminator Loss: 0.4501... Generator Loss: 2.7974
586 Epoch 1/1... Discriminator Loss: 0.3953... Generator Loss: 2.9632
587 Epoch 1/1... Discriminator Loss: 0.3946... Generator Loss: 3.3306
588 Epoch 1/1... Discriminator Loss: 0.3687... Generator Loss: 3.7114
589 Epoch 1/1... Discriminator Loss: 0.3820... Generator Loss: 3.7533
590 Epoch 1/1... Discriminator Loss: 0.4246... Generator Loss: 3.2480
591 Epoch 1/1... Discriminator Loss: 0.3968... Generator Loss: 3.0454
592 Epoch 1/1... Discriminator Loss: 0.4684... Generator Loss: 2.7584
593 Epoch 1/1... Discriminator Loss: 0.4510... Generator Loss: 2.7514
594 Epoch 1/1... Discriminator Loss: 0.3954... Generator Loss: 3.1958
595 Epoch 1/1... Discriminator Loss: 0.4336... Generator Loss: 3.0736
596 Epoch 1/1... Discriminator Loss: 0.4223... Generator Loss: 2.8814
597 Epoch 1/1... Discriminator Loss: 0.4164... Generator Loss: 2.8034
598 Epoch 1/1... Discriminator Loss: 0.4960... Generator Loss: 2.3169
599 Epoch 1/1... Discriminator Loss: 0.6758... Generator Loss: 1.5147
600 Epoch 1/1... Discriminator Loss: 0.6150... Generator Loss: 1.9052

601 Epoch 1/1... Discriminator Loss: 0.5884... Generator Loss: 2.1267
602 Epoch 1/1... Discriminator Loss: 0.5082... Generator Loss: 2.5020
603 Epoch 1/1... Discriminator Loss: 0.4880... Generator Loss: 2.7423
604 Epoch 1/1... Discriminator Loss: 0.5889... Generator Loss: 2.1290
605 Epoch 1/1... Discriminator Loss: 0.4747... Generator Loss: 2.4125
606 Epoch 1/1... Discriminator Loss: 0.6321... Generator Loss: 2.2646
607 Epoch 1/1... Discriminator Loss: 0.6437... Generator Loss: 2.1796
608 Epoch 1/1... Discriminator Loss: 0.5336... Generator Loss: 2.3434
609 Epoch 1/1... Discriminator Loss: 0.5054... Generator Loss: 2.4206
610 Epoch 1/1... Discriminator Loss: 0.6845... Generator Loss: 1.6460
611 Epoch 1/1... Discriminator Loss: 0.4324... Generator Loss: 2.8137
612 Epoch 1/1... Discriminator Loss: 0.4475... Generator Loss: 3.3397
613 Epoch 1/1... Discriminator Loss: 0.5854... Generator Loss: 2.4196
614 Epoch 1/1... Discriminator Loss: 0.5108... Generator Loss: 2.1261
615 Epoch 1/1... Discriminator Loss: 0.4597... Generator Loss: 2.6998
616 Epoch 1/1... Discriminator Loss: 0.4452... Generator Loss: 3.0571
617 Epoch 1/1... Discriminator Loss: 0.4601... Generator Loss: 2.8088
618 Epoch 1/1... Discriminator Loss: 0.4876... Generator Loss: 2.3271
619 Epoch 1/1... Discriminator Loss: 0.4132... Generator Loss: 2.9268
620 Epoch 1/1... Discriminator Loss: 0.4245... Generator Loss: 3.1569
621 Epoch 1/1... Discriminator Loss: 0.4054... Generator Loss: 3.1236
622 Epoch 1/1... Discriminator Loss: 0.4143... Generator Loss: 3.0239
623 Epoch 1/1... Discriminator Loss: 0.4900... Generator Loss: 2.3571
624 Epoch 1/1... Discriminator Loss: 0.4400... Generator Loss: 2.5025
625 Epoch 1/1... Discriminator Loss: 0.4228... Generator Loss: 2.8306
626 Epoch 1/1... Discriminator Loss: 0.5394... Generator Loss: 2.2075
627 Epoch 1/1... Discriminator Loss: 0.4755... Generator Loss: 2.2722
628 Epoch 1/1... Discriminator Loss: 0.5139... Generator Loss: 2.2585
629 Epoch 1/1... Discriminator Loss: 0.5209... Generator Loss: 2.2761
630 Epoch 1/1... Discriminator Loss: 0.4779... Generator Loss: 2.5411
631 Epoch 1/1... Discriminator Loss: 0.5586... Generator Loss: 2.0923
632 Epoch 1/1... Discriminator Loss: 0.5563... Generator Loss: 1.9784
633 Epoch 1/1... Discriminator Loss: 0.4269... Generator Loss: 2.7313
634 Epoch 1/1... Discriminator Loss: 0.4218... Generator Loss: 3.3341
635 Epoch 1/1... Discriminator Loss: 0.4481... Generator Loss: 3.3196
636 Epoch 1/1... Discriminator Loss: 0.4783... Generator Loss: 2.8892
637 Epoch 1/1... Discriminator Loss: 0.4237... Generator Loss: 2.9157
638 Epoch 1/1... Discriminator Loss: 0.4522... Generator Loss: 2.8581
639 Epoch 1/1... Discriminator Loss: 0.4139... Generator Loss: 3.1363
640 Epoch 1/1... Discriminator Loss: 0.4330... Generator Loss: 3.2388
641 Epoch 1/1... Discriminator Loss: 0.4242... Generator Loss: 3.3132
642 Epoch 1/1... Discriminator Loss: 0.4236... Generator Loss: 3.2585
643 Epoch 1/1... Discriminator Loss: 0.4686... Generator Loss: 3.1110
644 Epoch 1/1... Discriminator Loss: 0.4486... Generator Loss: 2.9638
645 Epoch 1/1... Discriminator Loss: 0.4031... Generator Loss: 3.1683
646 Epoch 1/1... Discriminator Loss: 0.4184... Generator Loss: 3.3337
647 Epoch 1/1... Discriminator Loss: 0.4302... Generator Loss: 3.3010
648 Epoch 1/1... Discriminator Loss: 0.4732... Generator Loss: 2.9294
649 Epoch 1/1... Discriminator Loss: 0.4105... Generator Loss: 3.1477
650 Epoch 1/1... Discriminator Loss: 0.3912... Generator Loss: 3.6228
651 Epoch 1/1... Discriminator Loss: 0.3828... Generator Loss: 3.8213
652 Epoch 1/1... Discriminator Loss: 0.4201... Generator Loss: 3.5993
653 Epoch 1/1... Discriminator Loss: 0.3965... Generator Loss: 3.3479
654 Epoch 1/1... Discriminator Loss: 0.3912... Generator Loss: 3.3708
655 Epoch 1/1... Discriminator Loss: 0.3779... Generator Loss: 3.4969
656 Epoch 1/1... Discriminator Loss: 0.3791... Generator Loss: 3.4798
657 Epoch 1/1... Discriminator Loss: 0.5108... Generator Loss: 3.2778
658 Epoch 1/1... Discriminator Loss: 0.4214... Generator Loss: 2.8620
659 Epoch 1/1... Discriminator Loss: 0.5907... Generator Loss: 2.0375
660 Epoch 1/1... Discriminator Loss: 0.5525... Generator Loss: 1.8139
661 Epoch 1/1... Discriminator Loss: 0.7531... Generator Loss: 1.1619
662 Epoch 1/1... Discriminator Loss: 1.2518... Generator Loss: 0.5711
663 Epoch 1/1... Discriminator Loss: 1.2211... Generator Loss: 0.6826
664 Epoch 1/1... Discriminator Loss: 1.3189... Generator Loss: 0.9656
665 Epoch 1/1... Discriminator Loss: 1.3813... Generator Loss: 0.8062
666 Epoch 1/1... Discriminator Loss: 1.2846... Generator Loss: 0.9040
667 Epoch 1/1... Discriminator Loss: 1.4726... Generator Loss: 0.7169
668 Epoch 1/1... Discriminator Loss: 1.1654... Generator Loss: 1.1565
669 Epoch 1/1... Discriminator Loss: 1.3206... Generator Loss: 0.8862
670 Epoch 1/1... Discriminator Loss: 1.4316... Generator Loss: 0.7374
671 Epoch 1/1... Discriminator Loss: 1.1994... Generator Loss: 1.6233
672 Epoch 1/1... Discriminator Loss: 1.4569... Generator Loss: 0.6581
673 Epoch 1/1... Discriminator Loss: 1.2791... Generator Loss: 0.9340
674 Epoch 1/1... Discriminator Loss: 1.1972... Generator Loss: 1.4320
675 Epoch 1/1... Discriminator Loss: 1.1342... Generator Loss: 1.0506
676 Epoch 1/1... Discriminator Loss: 1.3850... Generator Loss: 0.7084
677 Epoch 1/1... Discriminator Loss: 1.3559... Generator Loss: 0.8659
678 Epoch 1/1... Discriminator Loss: 1.2024... Generator Loss: 1.2034
679 Epoch 1/1... Discriminator Loss: 1.4176... Generator Loss: 0.6694
680 Epoch 1/1... Discriminator Loss: 1.2577... Generator Loss: 0.9875
681 Epoch 1/1... Discriminator Loss: 1.1627... Generator Loss: 1.4624
682 Epoch 1/1... Discriminator Loss: 1.2772... Generator Loss: 0.8008
683 Epoch 1/1... Discriminator Loss: 1.1846... Generator Loss: 1.0333
684 Epoch 1/1... Discriminator Loss: 1.2688... Generator Loss: 0.8909
685 Epoch 1/1... Discriminator Loss: 1.1833... Generator Loss: 1.2424
686 Epoch 1/1... Discriminator Loss: 1.3241... Generator Loss: 0.8348
687 Epoch 1/1... Discriminator Loss: 1.2613... Generator Loss: 0.9309
688 Epoch 1/1... Discriminator Loss: 1.2318... Generator Loss: 1.1778
689 Epoch 1/1... Discriminator Loss: 1.3390... Generator Loss: 0.8133
690 Epoch 1/1... Discriminator Loss: 1.0822... Generator Loss: 1.3906
691 Epoch 1/1... Discriminator Loss: 1.0896... Generator Loss: 1.2120
692 Epoch 1/1... Discriminator Loss: 1.3213... Generator Loss: 0.7649
693 Epoch 1/1... Discriminator Loss: 1.3755... Generator Loss: 0.9347
694 Epoch 1/1... Discriminator Loss: 1.4778... Generator Loss: 0.7967
695 Epoch 1/1... Discriminator Loss: 1.4717... Generator Loss: 0.9473
696 Epoch 1/1... Discriminator Loss: 1.6024... Generator Loss: 0.7511
697 Epoch 1/1... Discriminator Loss: 1.5542... Generator Loss: 0.7675
698 Epoch 1/1... Discriminator Loss: 1.4267... Generator Loss: 0.9382
699 Epoch 1/1... Discriminator Loss: 1.3905... Generator Loss: 0.8970
700 Epoch 1/1... Discriminator Loss: 1.1838... Generator Loss: 1.0476

701 Epoch 1/1... Discriminator Loss: 1.2555... Generator Loss: 0.9390
702 Epoch 1/1... Discriminator Loss: 1.1696... Generator Loss: 1.0160
703 Epoch 1/1... Discriminator Loss: 1.1599... Generator Loss: 1.0239
704 Epoch 1/1... Discriminator Loss: 1.2269... Generator Loss: 0.9801
705 Epoch 1/1... Discriminator Loss: 1.3447... Generator Loss: 0.8568
706 Epoch 1/1... Discriminator Loss: 1.1884... Generator Loss: 1.0511
707 Epoch 1/1... Discriminator Loss: 1.3360... Generator Loss: 0.8322
708 Epoch 1/1... Discriminator Loss: 1.3305... Generator Loss: 0.8691
709 Epoch 1/1... Discriminator Loss: 1.1300... Generator Loss: 1.1636
710 Epoch 1/1... Discriminator Loss: 1.2756... Generator Loss: 1.0350
711 Epoch 1/1... Discriminator Loss: 1.3069... Generator Loss: 0.6970
712 Epoch 1/1... Discriminator Loss: 1.1899... Generator Loss: 1.0627
713 Epoch 1/1... Discriminator Loss: 1.2834... Generator Loss: 0.9139
714 Epoch 1/1... Discriminator Loss: 1.4626... Generator Loss: 0.6604
715 Epoch 1/1... Discriminator Loss: 1.7074... Generator Loss: 0.6676
716 Epoch 1/1... Discriminator Loss: 2.0321... Generator Loss: 0.7244
717 Epoch 1/1... Discriminator Loss: 1.9432... Generator Loss: 0.7063
718 Epoch 1/1... Discriminator Loss: 1.6447... Generator Loss: 0.8434
719 Epoch 1/1... Discriminator Loss: 1.4196... Generator Loss: 0.8916
720 Epoch 1/1... Discriminator Loss: 1.1457... Generator Loss: 1.2505
721 Epoch 1/1... Discriminator Loss: 1.0707... Generator Loss: 1.1565
722 Epoch 1/1... Discriminator Loss: 1.0501... Generator Loss: 1.1580
723 Epoch 1/1... Discriminator Loss: 0.9452... Generator Loss: 1.4248
724 Epoch 1/1... Discriminator Loss: 0.9637... Generator Loss: 1.3204
725 Epoch 1/1... Discriminator Loss: 1.0607... Generator Loss: 1.0333
726 Epoch 1/1... Discriminator Loss: 1.1406... Generator Loss: 0.9494
727 Epoch 1/1... Discriminator Loss: 1.2312... Generator Loss: 1.0678
728 Epoch 1/1... Discriminator Loss: 1.5647... Generator Loss: 0.8576
729 Epoch 1/1... Discriminator Loss: 1.4940... Generator Loss: 0.8461
730 Epoch 1/1... Discriminator Loss: 1.4718... Generator Loss: 0.8324
731 Epoch 1/1... Discriminator Loss: 1.4332... Generator Loss: 0.8996
732 Epoch 1/1... Discriminator Loss: 1.1950... Generator Loss: 1.0002
733 Epoch 1/1... Discriminator Loss: 1.2367... Generator Loss: 0.8172
734 Epoch 1/1... Discriminator Loss: 1.1769... Generator Loss: 0.8382
735 Epoch 1/1... Discriminator Loss: 1.2336... Generator Loss: 0.8814
736 Epoch 1/1... Discriminator Loss: 1.3203... Generator Loss: 0.8055
737 Epoch 1/1... Discriminator Loss: 1.5026... Generator Loss: 0.7488
738 Epoch 1/1... Discriminator Loss: 1.7598... Generator Loss: 0.7624
739 Epoch 1/1... Discriminator Loss: 1.7182... Generator Loss: 0.8012
740 Epoch 1/1... Discriminator Loss: 1.4850... Generator Loss: 0.8190
741 Epoch 1/1... Discriminator Loss: 1.3433... Generator Loss: 0.9412
742 Epoch 1/1... Discriminator Loss: 1.4319... Generator Loss: 0.9737
743 Epoch 1/1... Discriminator Loss: 1.3454... Generator Loss: 0.9253
744 Epoch 1/1... Discriminator Loss: 1.2451... Generator Loss: 1.0816
745 Epoch 1/1... Discriminator Loss: 1.1410... Generator Loss: 0.9833
746 Epoch 1/1... Discriminator Loss: 1.1263... Generator Loss: 1.0563
747 Epoch 1/1... Discriminator Loss: 1.0487... Generator Loss: 1.2475
748 Epoch 1/1... Discriminator Loss: 1.1914... Generator Loss: 0.8625
749 Epoch 1/1... Discriminator Loss: 1.1803... Generator Loss: 1.0497
750 Epoch 1/1... Discriminator Loss: 1.2439... Generator Loss: 1.0510
751 Epoch 1/1... Discriminator Loss: 1.0023... Generator Loss: 1.2321
752 Epoch 1/1... Discriminator Loss: 1.2457... Generator Loss: 0.9049
753 Epoch 1/1... Discriminator Loss: 1.1627... Generator Loss: 0.9424
754 Epoch 1/1... Discriminator Loss: 1.6369... Generator Loss: 0.6269
755 Epoch 1/1... Discriminator Loss: 1.8154... Generator Loss: 0.5730
756 Epoch 1/1... Discriminator Loss: 1.8988... Generator Loss: 0.6258
757 Epoch 1/1... Discriminator Loss: 1.3898... Generator Loss: 0.7699
758 Epoch 1/1... Discriminator Loss: 1.1831... Generator Loss: 1.0129
759 Epoch 1/1... Discriminator Loss: 1.1520... Generator Loss: 1.0812
760 Epoch 1/1... Discriminator Loss: 1.0860... Generator Loss: 1.0097
761 Epoch 1/1... Discriminator Loss: 1.2038... Generator Loss: 0.9689
762 Epoch 1/1... Discriminator Loss: 1.2037... Generator Loss: 1.2087
763 Epoch 1/1... Discriminator Loss: 1.2842... Generator Loss: 1.0214
764 Epoch 1/1... Discriminator Loss: 1.2057... Generator Loss: 0.9832
765 Epoch 1/1... Discriminator Loss: 1.3149... Generator Loss: 0.9139
766 Epoch 1/1... Discriminator Loss: 1.3671... Generator Loss: 0.9413
767 Epoch 1/1... Discriminator Loss: 1.5378... Generator Loss: 0.8540
768 Epoch 1/1... Discriminator Loss: 1.4425... Generator Loss: 0.8789
769 Epoch 1/1... Discriminator Loss: 1.6802... Generator Loss: 0.7608
770 Epoch 1/1... Discriminator Loss: 1.5715... Generator Loss: 0.8670
771 Epoch 1/1... Discriminator Loss: 1.6432... Generator Loss: 0.7244
772 Epoch 1/1... Discriminator Loss: 1.2344... Generator Loss: 0.9975
773 Epoch 1/1... Discriminator Loss: 1.3353... Generator Loss: 0.9570
774 Epoch 1/1... Discriminator Loss: 1.0570... Generator Loss: 1.0790
775 Epoch 1/1... Discriminator Loss: 1.0029... Generator Loss: 1.1897
776 Epoch 1/1... Discriminator Loss: 0.9140... Generator Loss: 1.3224
777 Epoch 1/1... Discriminator Loss: 0.9890... Generator Loss: 1.1202
778 Epoch 1/1... Discriminator Loss: 0.8433... Generator Loss: 1.2780
779 Epoch 1/1... Discriminator Loss: 1.0388... Generator Loss: 1.0836
780 Epoch 1/1... Discriminator Loss: 1.4317... Generator Loss: 0.7771
781 Epoch 1/1... Discriminator Loss: 1.6018... Generator Loss: 0.6556
782 Epoch 1/1... Discriminator Loss: 1.3606... Generator Loss: 0.8975
783 Epoch 1/1... Discriminator Loss: 1.5951... Generator Loss: 0.8318
784 Epoch 1/1... Discriminator Loss: 1.3054... Generator Loss: 0.9257
785 Epoch 1/1... Discriminator Loss: 1.2982... Generator Loss: 0.9412
786 Epoch 1/1... Discriminator Loss: 1.2516... Generator Loss: 0.9441
787 Epoch 1/1... Discriminator Loss: 1.4533... Generator Loss: 0.8191
788 Epoch 1/1... Discriminator Loss: 1.2161... Generator Loss: 1.0203
789 Epoch 1/1... Discriminator Loss: 1.3347... Generator Loss: 0.9999
790 Epoch 1/1... Discriminator Loss: 1.1152... Generator Loss: 1.2126
791 Epoch 1/1... Discriminator Loss: 1.1522... Generator Loss: 1.0418
792 Epoch 1/1... Discriminator Loss: 0.9649... Generator Loss: 1.2075
793 Epoch 1/1... Discriminator Loss: 1.0362... Generator Loss: 1.2843
794 Epoch 1/1... Discriminator Loss: 1.3815... Generator Loss: 0.8609
795 Epoch 1/1... Discriminator Loss: 1.0832... Generator Loss: 1.1173
796 Epoch 1/1... Discriminator Loss: 1.1865... Generator Loss: 1.0224
797 Epoch 1/1... Discriminator Loss: 1.4398... Generator Loss: 0.9091
798 Epoch 1/1... Discriminator Loss: 1.3566... Generator Loss: 0.9510
799 Epoch 1/1... Discriminator Loss: 1.0508... Generator Loss: 1.1843
800 Epoch 1/1... Discriminator Loss: 1.2993... Generator Loss: 0.9475

801 Epoch 1/1... Discriminator Loss: 1.3166... Generator Loss: 0.7315
802 Epoch 1/1... Discriminator Loss: 1.1162... Generator Loss: 0.9960
803 Epoch 1/1... Discriminator Loss: 1.2318... Generator Loss: 1.1482
804 Epoch 1/1... Discriminator Loss: 1.2234... Generator Loss: 1.0723
805 Epoch 1/1... Discriminator Loss: 1.2236... Generator Loss: 1.1452
806 Epoch 1/1... Discriminator Loss: 1.2537... Generator Loss: 0.9683
807 Epoch 1/1... Discriminator Loss: 1.2556... Generator Loss: 0.8553
808 Epoch 1/1... Discriminator Loss: 1.1115... Generator Loss: 1.1281
809 Epoch 1/1... Discriminator Loss: 1.3368... Generator Loss: 0.9075
810 Epoch 1/1... Discriminator Loss: 1.1090... Generator Loss: 0.9701
811 Epoch 1/1... Discriminator Loss: 1.1143... Generator Loss: 1.0736
812 Epoch 1/1... Discriminator Loss: 1.2431... Generator Loss: 0.9381
813 Epoch 1/1... Discriminator Loss: 1.4270... Generator Loss: 0.7385
814 Epoch 1/1... Discriminator Loss: 1.0220... Generator Loss: 1.1125
815 Epoch 1/1... Discriminator Loss: 1.0462... Generator Loss: 1.1911
816 Epoch 1/1... Discriminator Loss: 1.2648... Generator Loss: 0.9072
817 Epoch 1/1... Discriminator Loss: 1.1292... Generator Loss: 0.9475
818 Epoch 1/1... Discriminator Loss: 1.2108... Generator Loss: 0.9847
819 Epoch 1/1... Discriminator Loss: 1.1973... Generator Loss: 1.0245
820 Epoch 1/1... Discriminator Loss: 1.2659... Generator Loss: 0.8653
821 Epoch 1/1... Discriminator Loss: 1.1947... Generator Loss: 0.9589
822 Epoch 1/1... Discriminator Loss: 1.3245... Generator Loss: 0.8688
823 Epoch 1/1... Discriminator Loss: 1.5235... Generator Loss: 0.8300
824 Epoch 1/1... Discriminator Loss: 1.1982... Generator Loss: 0.9830
825 Epoch 1/1... Discriminator Loss: 1.6378... Generator Loss: 0.6466
826 Epoch 1/1... Discriminator Loss: 1.2901... Generator Loss: 0.8569
827 Epoch 1/1... Discriminator Loss: 1.3327... Generator Loss: 1.0322
828 Epoch 1/1... Discriminator Loss: 1.5778... Generator Loss: 0.8557
829 Epoch 1/1... Discriminator Loss: 1.3561... Generator Loss: 0.8522
830 Epoch 1/1... Discriminator Loss: 1.1863... Generator Loss: 1.1218
831 Epoch 1/1... Discriminator Loss: 1.1599... Generator Loss: 1.0873
832 Epoch 1/1... Discriminator Loss: 1.3841... Generator Loss: 0.7441
833 Epoch 1/1... Discriminator Loss: 1.2215... Generator Loss: 0.8218
834 Epoch 1/1... Discriminator Loss: 1.3980... Generator Loss: 0.9314
835 Epoch 1/1... Discriminator Loss: 1.3979... Generator Loss: 0.9489
836 Epoch 1/1... Discriminator Loss: 1.3307... Generator Loss: 0.9799
837 Epoch 1/1... Discriminator Loss: 1.3083... Generator Loss: 0.9275
838 Epoch 1/1... Discriminator Loss: 1.1648... Generator Loss: 0.9571
839 Epoch 1/1... Discriminator Loss: 1.2542... Generator Loss: 0.9773
840 Epoch 1/1... Discriminator Loss: 1.1727... Generator Loss: 1.0626
841 Epoch 1/1... Discriminator Loss: 1.2036... Generator Loss: 0.9678
842 Epoch 1/1... Discriminator Loss: 1.3106... Generator Loss: 0.8692
843 Epoch 1/1... Discriminator Loss: 1.5791... Generator Loss: 0.8003
844 Epoch 1/1... Discriminator Loss: 1.8737... Generator Loss: 0.6353
845 Epoch 1/1... Discriminator Loss: 2.0431... Generator Loss: 0.5668
846 Epoch 1/1... Discriminator Loss: 1.9001... Generator Loss: 0.5928
847 Epoch 1/1... Discriminator Loss: 1.7778... Generator Loss: 0.6712
848 Epoch 1/1... Discriminator Loss: 1.9560... Generator Loss: 0.6285
849 Epoch 1/1... Discriminator Loss: 1.7889... Generator Loss: 0.6803
850 Epoch 1/1... Discriminator Loss: 1.5486... Generator Loss: 0.8073
851 Epoch 1/1... Discriminator Loss: 1.2699... Generator Loss: 0.9942
852 Epoch 1/1... Discriminator Loss: 1.3407... Generator Loss: 0.8795
853 Epoch 1/1... Discriminator Loss: 1.2336... Generator Loss: 0.9519
854 Epoch 1/1... Discriminator Loss: 1.2401... Generator Loss: 1.0022
855 Epoch 1/1... Discriminator Loss: 1.1789... Generator Loss: 0.9757
856 Epoch 1/1... Discriminator Loss: 1.4376... Generator Loss: 0.7148
857 Epoch 1/1... Discriminator Loss: 1.2841... Generator Loss: 0.9073
858 Epoch 1/1... Discriminator Loss: 1.3802... Generator Loss: 0.9342
859 Epoch 1/1... Discriminator Loss: 1.3582... Generator Loss: 0.9282
860 Epoch 1/1... Discriminator Loss: 1.5639... Generator Loss: 0.7201
861 Epoch 1/1... Discriminator Loss: 1.2453... Generator Loss: 0.9603
862 Epoch 1/1... Discriminator Loss: 1.6102... Generator Loss: 0.7224
863 Epoch 1/1... Discriminator Loss: 1.4072... Generator Loss: 0.7774
864 Epoch 1/1... Discriminator Loss: 1.6330... Generator Loss: 0.7873
865 Epoch 1/1... Discriminator Loss: 1.3712... Generator Loss: 0.8589
866 Epoch 1/1... Discriminator Loss: 1.4029... Generator Loss: 0.8745
867 Epoch 1/1... Discriminator Loss: 1.5005... Generator Loss: 0.7679
868 Epoch 1/1... Discriminator Loss: 1.4365... Generator Loss: 0.7594
869 Epoch 1/1... Discriminator Loss: 1.5994... Generator Loss: 0.7184
870 Epoch 1/1... Discriminator Loss: 1.3562... Generator Loss: 0.8530
871 Epoch 1/1... Discriminator Loss: 1.6246... Generator Loss: 0.6872
872 Epoch 1/1... Discriminator Loss: 1.5422... Generator Loss: 0.7000
873 Epoch 1/1... Discriminator Loss: 1.5741... Generator Loss: 0.7152
874 Epoch 1/1... Discriminator Loss: 1.4003... Generator Loss: 0.9047
875 Epoch 1/1... Discriminator Loss: 1.6534... Generator Loss: 0.6913
876 Epoch 1/1... Discriminator Loss: 1.7042... Generator Loss: 0.5903
877 Epoch 1/1... Discriminator Loss: 1.5390... Generator Loss: 0.7559
878 Epoch 1/1... Discriminator Loss: 1.6594... Generator Loss: 0.7298
879 Epoch 1/1... Discriminator Loss: 1.4466... Generator Loss: 0.7545
880 Epoch 1/1... Discriminator Loss: 1.6961... Generator Loss: 0.6830
881 Epoch 1/1... Discriminator Loss: 1.6170... Generator Loss: 0.6166
882 Epoch 1/1... Discriminator Loss: 1.9200... Generator Loss: 0.5909
883 Epoch 1/1... Discriminator Loss: 1.7840... Generator Loss: 0.5929
884 Epoch 1/1... Discriminator Loss: 1.7397... Generator Loss: 0.6335
885 Epoch 1/1... Discriminator Loss: 1.6905... Generator Loss: 0.7142
886 Epoch 1/1... Discriminator Loss: 1.7001... Generator Loss: 0.6750
887 Epoch 1/1... Discriminator Loss: 1.7463... Generator Loss: 0.5498
888 Epoch 1/1... Discriminator Loss: 1.7176... Generator Loss: 0.5655
889 Epoch 1/1... Discriminator Loss: 1.6386... Generator Loss: 0.6899
890 Epoch 1/1... Discriminator Loss: 1.5414... Generator Loss: 0.7389
891 Epoch 1/1... Discriminator Loss: 1.5317... Generator Loss: 0.7487
892 Epoch 1/1... Discriminator Loss: 1.4507... Generator Loss: 0.8707
893 Epoch 1/1... Discriminator Loss: 1.4843... Generator Loss: 0.8125
894 Epoch 1/1... Discriminator Loss: 1.3118... Generator Loss: 0.8411
895 Epoch 1/1... Discriminator Loss: 1.6410... Generator Loss: 0.6819
896 Epoch 1/1... Discriminator Loss: 1.6299... Generator Loss: 0.7387
897 Epoch 1/1... Discriminator Loss: 1.6643... Generator Loss: 0.7207
898 Epoch 1/1... Discriminator Loss: 1.4861... Generator Loss: 0.7648
899 Epoch 1/1... Discriminator Loss: 1.5089... Generator Loss: 0.7401
900 Epoch 1/1... Discriminator Loss: 1.5206... Generator Loss: 0.7365

Submitting This Project¶

When submitting this project, make sure to run all the cells before saving the notebook. Save the notebook file as "dlnd_face_generation.ipynb" and save it as a HTML file under "File" -> "Download as". Include the "helper.py" and "problem_unittests.py" files in your submission.